{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "\n",
    "from sklearn.cluster import KMeans\n",
    "from sklearn.ensemble import RandomForestRegressor\n",
    "from sklearn.model_selection import train_test_split as tts\n",
    "from sklearn.linear_model import LogisticRegression, Lasso, LassoCV\n",
    "\n",
    "from yellowbrick.cluster import *\n",
    "from yellowbrick.features import FeatureImportances\n",
    "from yellowbrick.classifier import ROCAUC, DiscriminationThreshold\n",
    "from yellowbrick.classifier import ClassPredictionError, ConfusionMatrix\n",
    "from yellowbrick.datasets import load_occupancy, load_energy, load_credit\n",
    "from yellowbrick.classifier import ClassificationReport, PrecisionRecallCurve\n",
    "from yellowbrick.regressor import PredictionError, ResidualsPlot, AlphaSelection"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Check if fitted on Classifiers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "X, y = load_occupancy(return_dataset=True).to_numpy()\n",
    "X_train, X_test, y_train, y_test = tts(X, y, test_size=0.20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "unfitted_model = LogisticRegression(solver='lbfgs')\n",
    "fitted_model = unfitted_model.fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "oz = ClassPredictionError(fitted_model)\n",
    "oz.fit(X_train, y_train)\n",
    "oz.score(X_test, y_test)\n",
    "oz.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "oz = ClassPredictionError(unfitted_model)\n",
    "oz.fit(X_train, y_train)\n",
    "oz.score(X_test, y_test)\n",
    "oz.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "oz = ClassificationReport(fitted_model)\n",
    "oz.fit(X_train, y_train)\n",
    "oz.score(X_test, y_test)\n",
    "oz.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "oz = ClassificationReport(unfitted_model)\n",
    "oz.fit(X_train, y_train)\n",
    "oz.score(X_test, y_test)\n",
    "oz.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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liYhIdWQT7pPNbC5QnzAs8xIwIadViYhItWRzQvVioBtwqLuvAQa6+6U5r0xERDbZBq9XNzMDzgGamFkKKDSzVu7eKefViYjIJslmWOZRYAnhJOosYHtgbi6LEhGR6skm3Avc/RrgOeAtwidVD85pVSIiUi3ZhPsyM2sAzAeKkytnGua2LBERqY5sviNmLOHqmN7AdDM7Dvg4p1WJiEi1ZHO1zHDgRHf/HOgC3EMYmhERkVqq0p67mV1d7n7m3f2B63JUk4iIVFNVwzKpzVaFiIjUqErD3d0HAZhZobuXJre3S4ZnRESkFqt0zN3MWpjZS8BPMyaPMLOXzWzb3JcmIiKbqqoTqncQrm0fnzHtp8Bk4PZcFiUiItVT1Zj7/u7eJ3OCu6eBQckXiYmISC2VzYeYKlJao1WIiEiNqqrnvtDMurn7XzMnJh9iyslJ1dFbf8lnK3S+VmqXawAoznMVIhVZWemcqsL9UmCKmT0PvE64NLID4et/u9ZkeWVmzRpLgwa52LLIptt22235YsaAfJchsp62PZ9m7NixFc6rdFjG3R1oD3xE+BWmrsBCoK27z6r5MkVEpKZU+d0y7r4IuLqqZUREpPbZ1BOqIiJSiyncRUQilM1X/mJmjYHvAXOARu7+XU6rEhGRatlgz93MfgTMBp4CdiRcIvnjXBcmIiKbLpthmZuAjsCS5ARrZ2BoTqsSEZFqyfY3VD8tu+Pu83JYj4iI1IBsxtw/MrPuQNrMmgPnAv/ObVkiIlId2fTczyL8fupuwPtAW+DMXBYlIiLVs8Geu7v/Fzh5M9QiIiI1ZIPhbmYfAOny0919r5xUJCIi1ZbNmHuXjNv1gOMBfb2XiEgtls2wzIflJg01szeBG3JTkoiIVFc2wzKdMu6mgDbAVjmrSEREqi2bYZlBGbfTwGLgtNyUIyIiNSGbcB/n7n/KeSUiIlJjsrnO/dycVyEiIjUqm577f8xsCuGn9paXTXT363JWlYiIVEs24T4j43YqV4WIiEjNqTTczew0d7/f3QdVtoyIiNROVY25/3qzVSEiIjVKP7MnIhKhqsbc25jZ+xVMTwFpfbeMiEjtVVW4LwC6ba5CRESk5lQV7qsq+F4ZERHZAlQ15j5ts1UhIiI1qtJwd/fzNmchIiJSc3S1jIhIhBTuIiIRUriLiERI4S4iEiGFu4hIhBTuIiIRUriLiERI4S4iEiGFu4hIhBTuIiIRUriLiERI4S4iEiGFu4hIhBTuIiIRUriLiERI4S4iEiGFu4hIhBTuIiIRUriLiERI4S4iEiGFu4hIhIryXYDUrIMO6k2zZo0BaNVqF0aPvibPFUlds3JVCadfMZH3/7OEZk0aMPzqo/l08XdcMmQqqRR06rAbQy7pAsCFg6cwbeZHFBSkuPWyIzm8eNf8Fh+RnIa7mR0MDHH3LrlsR4IVK1aSTqeZOvWefJciddjIce/QuFE9po87FX//CwZe/zcWf7Wc8Xf0pNVuzTnq1Ed4e95nFBSkmP72x8wYfyoLPvyKky+cwJtPnJbv8qORs2EZM7sUuBdomKs2ZF2zZ/+LZctW8OMfn8tRR53NjBlz8l2S1EHzFiyma6e9ALC9WvCP975gxrhTabVbc779bhVff7uSJo3qscv2TWjUsB4rV5Wy9NtV1CvSKHFNyuWz+R5wQg63L+U0atSQiy8+leefH86IEVfQu/eVlJSU5LssqWPa7rs9z7z4Hul0mhmzPuHjz74llYIZsz5h/x6j2LFlE3bdsSlFRQUUFKTYt+u9HNPvUS46/Yf5Lj0qOQt3d38cWJ2r7cv6WrfenT59upJKpWjdeg9atNiaRYsW57ssqWNOP/EAmjWpT6dTHubJSfMpbrMDhYUFHNJ2Zz6YcjbtfrADN9/zOg/85V12bNmYBZPO5P3JZzFo+DQ++vSbfJcfDR0HRWTUqKe56KLbAfjkk89ZuvQ7dtqpZZ6rkrrmjTmL+NGhe/DKI7352XFGq123ptMpD/PV1ysAaNq4PgUFKbZp1pDGjepRWFhA08b1aVC/kO+Wrcpz9fHQ1TIR6d+/J337XkvHjv1JpVKMGnU1RUV6iWXz2mePbbj6jle5acQMmjdtwL03Hscbcz6l24DxNKhfyE7bNWHkDcexVcMipr31EYf/YiylpWlO6fEDbK8W+S4/GvrLj0j9+vV4+OEb812G1HEtt23EpDEnrTOt5w5N6Xn0PustO+K6YzdXWXVOTsPd3RcCh+SyDRERWZ/G3EVEIqRwFxGJkMJdRCRCCncRkQgp3EVEIqRwFxGJkMJdRCRCCncRkQgp3EVEIqRwFxGJkMJdRCRCCncRkQgp3EVEIqRwFxGJkMJdRCRCCncRkQgp3EVEIqRwFxGJkMJdRCRCCncRkQgp3EVEIqRwFxGJkMJdRCRCCncRkQgp3EVEIqRwFxGJkMJdRCRCCncRkQgp3EVEIqRwFxGJkMJdRCRCCncRkQgp3EVEIqRwFxGJkMJdRCRCCncRkQgp3EVEIqRwFxGJkMJdRCRCCncRkQgp3EVEIqRwFxGJkMJdRCRCCncRkQgp3EVEIqRwFxGJkMJdRCRCCncRkQgV5buARCHAqlX5LkNkfTvssAMr1zTKdxki62nZsmXZzcLy81LpdHrzVlOBmTNndgReyXcdIiJbqCOKi4tfzZxQW3rubwBHAIuA0jzXIiKypSgEdiJk6DpqRc9dRERqlk6oiohESOEuIhIhhbuISIQU7iIiEVK4i4hESOEeETPT6ykigC6F3OKZ2V7AbUB7oISww54DXODu8/NZm4jkT235EJNsunuBK9z99bIJZnYIMBo4PG9ViUheKdy3fA0zgx3A3WeYWb7qEVmHmb0INCg3OQWk3f2wPJRUJyjct3yzzWwU8BzwNdAU6Aa8k9eqRP7ncmAkcDxh6FA2A425b+HMLAX0AjoCzYClwDTgSXfXiyu1gpldAixw9yfzXUtdoXAXEYmQLp0TEYmQwl1EJEI6oSq1hpntCcwH5gFpoD7wCdDP3T/axG32Bbq4e18z+ytwhrt/Usmyg4C/uXvWPxxjZml3T1Uw3YChQKtk0hzgfHdfbGbXArj7tRvzWEQ2hnruUtt84u5t3b2du7cB3gSG1cSG3b1bZcGe6EwFP1e2scxsZ+BFYKS77w8cAMwFdDJRNhv13KW2exn4CYCZLQReB9oSfrnrOOA3hE7KTOBcd19hZqcCVxKuHPoQ+DZj/S7Ap8CdhCuMVgPXE67Dbg/ca2bHA8uBPwEtgGXAQHd/Ozm6GAs0AWZUUvOvgBfcfQKAu6fNbAjwgZmt8zdnZucBpwKNgTXASe7+DzO7FTiG8MtkT7n7IDP7EXAL4ajmK+Bkd1+8MU+m1B3quUutZWb1gJMIl3aWmejuBmwHDAAOc/e2wH+Bi5Ne8y1AJ+BQwnX/5Q0khPO+wNHA1cCfCUcJZ7j7HOB+4FJ3Pwg4M5kPMBwYk7Q5rfyGE+0IO6G13L3U3R9x97XXeZtZM8JlrF3cfT/gL8A5ZrYH0NXdDwQOA/Yxs4aEHdbZ7t4emAAcVPmzJ3Wdeu5S2+xsZrOS2w2AvxM+BFOmLDSPBPYByj6NWx94ixCGr7n7ZwBmNhb4Ubk2OgP3uPsaQi++TbIsyf9NgA7A6IxP+jYxsxaEnv/JybSHgPsqeAxrCJ/ArJK7LzWzU4BfmFlrwpHILOBjYLmZTQOeAa5MjkieBp40s78QevOTNtSG1F0Kd6ltPkl6xZVZnvxfCIxz9/NhbSAXEYI884i0ok9Ers68Y2Z7A//OmFQIrMisw8x2Bb4kDImUbT9NCPLy3iQM8WS2UQA8RhiyKZu2GzCVcDQwkbCjaefuJWZ2MGEn1A2Ybmad3f0PZjYB6A7cYmaPufuNFbQvomEZ2WJNBY43s+2TT+n+iTD+/ipwiJntkgTqSRWs+zLwczNLmdn2wEuEo4QSoMjdvwb+ZWZ9AMzsmGQdgL8BfZLbJ7D+d6YA3AP8n5l1S9ZPAVcB25cdUSQ6ED61+QfCEUlXoNDM2iU1vezuFxOuHjIzex1o6u63A39AwzJSBYW7bJHcfTYwCJgCvEt4L9+chOdAQgj/nXBStby7gO+A2clyA939G8L384wws8OA3sAZZvYOMJhwojMNnAecmEzvBnxTQW2fEoL6IjObk9S3D2F8PdMLQIGZzSOcnF0ItHL3t4HpwFwzeyuZPhH4LTDGzGYSzgNcszHPmdQt+voBEZEIqecuIhIhhbuISIQU7iIiEVK4i4hESOEuIhIhhbuISIQU7iIiEVK4i4hE6P8BE0ww1Z2NkVAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "oz = ConfusionMatrix(fitted_model)\n",
    "oz.fit(X_train, y_train)\n",
    "oz.score(X_test, y_test)\n",
    "oz.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "oz = ConfusionMatrix(unfitted_model)\n",
    "oz.fit(X_train, y_train)\n",
    "oz.score(X_test, y_test)\n",
    "oz.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "oz = PrecisionRecallCurve(fitted_model)\n",
    "oz.fit(X_train, y_train)\n",
    "oz.score(X_test, y_test)\n",
    "oz.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "oz = PrecisionRecallCurve(unfitted_model)\n",
    "oz.fit(X_train, y_train)\n",
    "oz.score(X_test, y_test)\n",
    "oz.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "oz = ROCAUC(fitted_model)\n",
    "oz.fit(X_train, y_train)\n",
    "oz.score(X_test, y_test)\n",
    "oz.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "oz = ROCAUC(unfitted_model)\n",
    "oz.fit(X_train, y_train)\n",
    "oz.score(X_test, y_test)\n",
    "oz.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "oz = DiscriminationThreshold(fitted_model)\n",
    "oz.fit(X, y)\n",
    "oz.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "oz = DiscriminationThreshold(unfitted_model)\n",
    "oz.fit(X, y)\n",
    "oz.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Check if fitted on Feature Visualizers*\n",
    "Just the ones that inherit from `ModelVisualizer`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/rbilbro/pyjects/my_yb/yellowbrick/features/importances.py:159: YellowbrickWarning: detected multi-dimensional feature importances but stack=False, using mean to aggregate them.\n",
      "  ), YellowbrickWarning)\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAAEYCAYAAAAJeGK1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAc9klEQVR4nO3deZgdVZ3/8XcIBEQWYUZZRlEE8kVAtiACEkEFBARExS0SdjXuG25sIirggsqMyiIiiAZw2EQEQfadQJAlRL/+FGUcQUEYFhUIJPn9cU6HS9O3uwPdyUn3+/U8edK37r1V59T2qXOqbtWYuXPnIklSaxZb2AWQJKkvBpQkqUkGlCSpSQaUJKlJBpQkqUkGlCSpSYsv7AIsSBExF5gBzO4YfFNm7vcsx/cqYN/MnDIU5esyjbnACzPz78M1jS7T3Q8Yl5nfW5DTfS4iYjngAuAFwCGZeWbHe8sDfwN+2/GVT2TmZb3GsRdwNPDHXqM/JDPPfZblOgS4NTN/9my+vyBFxC3A1pn54BCM6yRgRmZ+4zkXrIzvfGD/zJzZz2cuAiZl5t8H+fnOfcJcYGngYeADmXnTUJR7KEXELsA2mfnRhV2WBWFUBVT1uiHc2a8LvHiIxtWaLSkb7qJkQ2ClzFyzj/c2A67MzO0GMZ6rMnOnISzX64GuO8mWZOaGC7sM3WTmjoP42Lbz+XnotU+IiP2B/wI2n78SDr96kPSsDpQWRaMxoPoUEa+gHDn/GzAW+M/MPDEiFgO+RdnBLQuMAfYD/gc4DFg+In4InAx8JzPXq+Pbuud1RBxKWdlXAW7LzN0j4kDgbZRu1j8BH8zMu/sp38uAS+u/zYElgP2B9wNrAzcB7wZWA64ALgc2qOX9cGZeFRFLAN8E3kA5YryB0op4JCL+VF+vDxwA7AJsGxGPAmcAxwErASsDdwHvyMx76/dOquNcDTg9Mz9Ty7wP8Kk6rb8De2bmnyNiZ+AgYBzwL8pR7nURsTbwA2CpWu4T+mrBRcSuwBfqcnoY+CTwEHAi8B+1FbB5Zj7a8bUtgBUj4mrg+cDxmXlMt/ndTUTsC3yQstzur/P2txExHvgusAywKnAL8E5gX2AT4OsRMRt4Mx2tis5WRh/LYBrwnTpflwBOy8zDI2Jxyg50S2AWcCewd2b+o1dZL6esg2f0fh0RXwTeUr9/P7BXZt7T02IHdqrvzwHWqp/bIzNnRMSadV6vCNxDWVY/zsyT5mM+PmMZZua0iFgaOJayvT1IDfbM3KvOn90oreAf1nLNAaZTtoMf1NFfFhE7AlcBu2XmTd3WxT7KtXid3w90DOtzW+02Hyjb3lXAb4CXAVsBqwNfpax7c4BDM/O8iFgZ+BHw73Vyv8jMg/sZvlet004R8WLgmDqNMcDJmfn1uq+4BDgfeHUt34GZeXp/y6RFo/Ec1GURcUvHvxfVlfIM4HOZOYGyQu0fEZtRFvCqlB3eOpQg+lxduQ+hHG3vPYjpvhTYuIbTHsArgU3rEev5wAmDGMfqwLmZuS5lBTyaEkrrAhMpGzWUDezCOu7PAafXcDqo1mWD+m8x4Osd45+Rma/IzLMpR2nfyszvAu8CrsvMzYGXU0Jlcsf3lsnMiZQQ+EhErB4RG1A2yO0zc/06vgMjYi3gcGDHzNwIeB9wVkQ8H/g08PO6DHYEXlsPEOapIXYs8LY63kOAn1F2EPsBf8jMDXuFE8CTwM8py3Yn4BN1J9mXib3WkWPrtLcC9gQm1rJ/DTirfue9lB3E5sCalGX1pjr/bgI+XefrQDqXwSnAiXV+bApsExHvoBygbA2sX9+7kxJqgxIRLwE+DrwqMzcBLqKs571tBXykHnRdQ1k+1HKdWod/lPlsaXRbhrWL9mDKgfPawDbARn2M4i3AsnX9flUd9vKO7fB1neHTbV3sGN9lEXFrRNwN/K4O27t+t79ttb/58GLgS5k5HniMEqiTM3NjysHfMRGxGmW9ubMOnwisVbujuw3v9BPgssx8JfAaYPeIeFfP/KDsAzYFPktZVxc5o7EF9YwuvohYB1gDODEiegY/D9goM4+JiIOA90fEGpQdwyPPYrrXZ+aT9e+dKDucm+r0xlL6vgfyBGUnC/AH4NrMfLjW4W7KkdLdwP9l5lSAzLygHrmvD+xAOZJ6on7nv4BzOsZ/VV8TzcyjI2JiRHySctS6HuVIv8fP6uf+EhH31nJsRdlA/lzf+3ad5gcpLclLOub1HMpO/WzgRxGxKXAx8NHMnNOrOK8HLsnMO+t4L63TnEA5h9CnzPxSx8u/RMRxlB3dOX18vFsX35tqOa/tKPuKEbEiZSewbUR8BhhPORBYplt5+nEVQA3srer4e8q+DKUb8yJqCzgiLgTOzMxp8zGNvwC3AjdHxAXABZl5SR+fm56Z/1v/vhl4a0SsQFl3XwuQmb+JiL6+25/+luGOlNbUHODhiDiZZ4bv1cDhtUX4K+Dbmfn7fqb3BvpYFzu8rp6z2ohyDvPazLy3vtfntjqI+fAkcF39u6f35JyO9WZurdcvgfNrWF1MOfh9KCK6DQfmrR+vAbar03+otsZ3AK6n7CvOr9O6mbJNLnJGYwuqL2OBB+uR94b1SGkz4IcR8SbgF/VzP6Mc+Y3pYxxzew0f1+v9zu6XscBXO6a1CWVlG8iszOzcCT/R5XNP9nq9GGWH1nt5L0bpOuqrjPNExFcp3Zn3AcdTdpCdde1srfTMhyfpCIyIeF49ch5L2Tn1ntczMvM8SgD+lHLkfHs9KOhd5t5616OvOnykbuw9xtB9/nUzFjilo9wbU5bd/wGnUlqDd1G6hG/mua0nY+vntug1nw7PcgHDBpQu3tmUFvInBjutuvPfCtiL0r33rYg4uo/v97Vcey4w6hxv50VHg9HfMnxyoHFn5h8pBwpHAMsBF0fEbv1Mr9u62Hu8vwY+AZxQu8mg+7Y60Hx4vOOAdCzwmz7W+Qsz80ZKa/t4SlfdtIjYotvwjvEvxjPXr87tYFbHwV3v9WCRYUAVCTwWEbvDvC6QGZQjum0p3U7HADcCu1JWOCgrfs8KcR+wWu0yHFM/182FwH61SwPKzv+UIazPCyNi+1qXnSk74tvrdKdExBK16+xDlCPQvnTW7Y2Uo9RTgHsp82Rsl+/1uIzSJbVKff1+SjfDpcB2PTuIeq7gNmCpiJgKvDMzT6Oc53kYeEmv8fZ8/+X1+6+vn7mB/m1J7aKqLZ59gfntk78IeHdHnaZQulqhzKPDaj//XEqXWbf1ZJNajn+ndN88Q20ZX085v0ZEvIDSzfbmiNipTvfazDyUcq5igz5G0zmtNagtkdrlNYOy0zyCEqh9fb9bua7hqS6w1SktlPm563R/y/AXwN4RsVg9HzWp97gj4gOULrOLMvOzlPV6vfr2bJ55sNJtXeyrfqdSWj49raw+t9X5nA/XU7roXls/uyHw/4BVI+JI4ODMPAf4GHAHML7b8I5yPlLH+6E6zuWBPei+PS+SDCggM2dRTl7vFxG3UXZEB2fmNZQW01Z1+HWUrrXV6w7+OmDtiDg7y6Wsx1HON1xPOSfSzQnAecD1EXEHZcex1xBW6TFgckTcSulr3zUzZwNfBv5KOYH/G8qG/LEu47gA+GhEfJ6yUX4jIqZTzrlcTTmC7Sozb6cEwi9rObYHpmTmHZSWxml1+JeAXTLzn/Xv99ThN1C6/K7oNd6ZlPA6KyJmAEcCO2fmQwPMkw9TLqC4g7J8jsnM+dqYM/NCyrmMX9X1YRLw1tqqPQA4OyJuoqwzV/DUPPo5Zf7tSbm4YZWISMo5hMv7meQkYLOIuJ0yP07NzJ9Qls0dwIw6vS2AQ/v4/pcpQTCjlvvKWo9bKa3Um+r396G0HAZrD+AddTl9l3JJ/r+6fPYrEfGPjn+nDrAMj6Csv7dTurbu7WPcP6KE/8xa/uUo52Ohrp8R0RNYXdfFfur3YWCHiHgj/W+rg5oPmXkf5SKLr9fPnkI5H3UXJQg3rPPhpjqOU/sZ3uk9wBvq+jENOJNywdKIMcbHbYwstWtiRmY+m/Mf0oCiXNV2ZparF5entIB3yH5+bzQf434X8HBmnl8PAs+ktJTm+4rL4Tac80HFaLxIQtJz8zvKea85lH3IkUO4U54BHBcRh1POmV3G4K5wXRiGcz4IW1CSpEZ5DkqS1KQh7eKbPn36kpQfzt3D/F96KkkafcZSfid244QJEx7vfGOoz0G9ii4/9pQkqR8TKVcIzzPUAXUPwPjx4xk3rvfvD+fPjBkzWG+99Qb+4AhjvUcX6z26jMZ6D1TnWbNm8bvf/Q76+GnOUAfUbIBx48ax5JJLPueRDcU4FkXWe3Sx3qPLaKz3IOv8jNNCXiQhSWqSASVJapIBJUlqkgElSWqSASVJapIBJUlqkgElSWqSASVJapKP25CkBWTTqTNh6sh5IsfsoyYP6/htQUmSmmRASZKaZEBJkppkQEmSmmRASZKaZEBJkppkQEmSmmRASZKaZEBJkppkQEmSmmRASZKaZEBJkppkQEmSmjSogIqIV0fE5cNcFkmS5hnwcRsR8RlgMvDP4S+OJEnFYFpQfwDeOtwFkSSp04ABlZlnAk8sgLJIkjSPF0lIkppkQEmSmmRASZKaNOBVfACZ+Sdgs+EtiiRJT7EFJUlqkgElSWqSASVJapIBJUlqkgElSWqSASVJapIBJUlqkgElSWqSASVJapIBJUlqkgElSWrSoO7FJ0l67qZNWocJEyYs7GIsMmxBSZKaZEBJkppkQEmSmmRASZKaZEBJkppkQEmSmmRASZKaZEBJkprkD3UlaQHZdOpMmDpzUJ+dfdTkYS5N+2xBSZKaZEBJkppkQEmSmmRASZKaZEBJkppkQEmSmmRASZKaZEBJkppkQEmSmmRASZKaZEBJkppkQEmSmmRASZKa1O/dzCNiCeBE4GXAksCXM/PcBVAuSdIoN1ALanfg/sycCGwPfGf4iyRJ0sDPg/pv4Iz69xjgyeEtjiRJRb8BlZn/AIiIZSlBddCCKJQkSQNeJBERLwEuA07JzKnDXyRJkga+SGIl4CLgw5l5yYIpkiRJA5+DOgBYATg4Ig6uw3bIzEeHt1iSpNFuoHNQHwM+toDKIknSPP5QV5LUJANKktQkA0qS1CQDSpLUJANKktQkA0qS1CQDSpLUJANKktQkA0qS1CQDSpLUJANKktSkgW4WK0kaItMmrcOECRMWdjEWGbagJElNMqAkSU0yoCRJTTKgJElNMqAkSU0yoCRJTTKgJElNMqAkSU0yoCRpAdl06syFXYRFigElSWqSASVJapIBJUlqkgElSWqSASVJapIBJUlqkgElSWqSASVJapIBJUlqkgElSWqSASVJapIBJUlqkgElSWrS4gN9ICLGAt8HApgLTMnMGcNdMEnS6DaYFtTOAJn5GuAg4CvDWiJJkhhEQGXmOcD76suXAg8Oa4kkSWIQXXwAmflkRJwMvAXYbXiLJEnSfFwkkZl7AuOB70fE84evSJIkDSKgImJyRHy+vvwXMKf+kyRp2Aymi+8s4IcRcSWwBPDxzHx0eIslSRrtBgyozPwn8I4FUBZJkubxh7qSpCYZUJKkJhlQkqQmGVCSpCYZUJKkJhlQkqQmGVCSpCYZUJKkJhlQkqQmGVCSpCYZUJKkJhlQkrSATJu0zsIuwiLFgJIkNcmAkiQ1yYCSJDXJgJIkNcmAkiQ1yYCSJDXJgJIkNcmAkiQ1yYCSJDXJgJIkNcmAkiQ1yYCSJDXJgJIkNcmAkiQ1yYCSJDXJgJIkNcmAkiQ1yYCSJDXJgJIkNcmAkiQ1yYCSJDXJgJIkNWnxwXwoIl4ETAe2zczfDm+RJEkaRAsqIpYAjgMeHf7iSJJUDKaL7xvAscDdw1wWSZLm6TegImIv4L7MvHDBFEeSpGKgFtQ+wLYRcTmwIfCjiFh52EslSRr1+r1IIjNf2/N3DakpmfnX4S6UJEleZi5JatKgLjMHyMyth7EckiQ9jS0oSVKTDChJUpMMKElSkwwoSVKTDChJUpMMKElSkwwoSVKTDChJUpMMKElSkwwoSVKTDChJUpMMKElSkwwoSVKTDChJUpMMKElSkwwoSVKTDChJUpMMKElSkwwoSVKTDChJUpMWX9gF6GbTqTNh6syFXYyFw3qPLtZ71Jg2aZ2FXYRFii0oSVKTDChJUpMMKElSkwwoSVKTDChJUpMMKElSkwwoSVKTDChJUpMMKElSkwwoSVKTDChJUpMMKElSkwwoSVKTBrybeUQsBnwP2AB4HNgvM38/3AWTJI1ug2lB7QoslZmbA58DjhreIkmSNLiA2hL4JUBmXg9sMqwlkiSJwQXUcsBDHa9nR0SzDzqUJI0Mgwmoh4FlO7+TmU8OU3kkSQIGF1DXADsCRMRmwO3DWiJJkhjEVXzA2cC2EXEtMAbYe3iLJEnSIAIqM+cAUxZAWSRJmscf6kqSmmRASZKaZEBJkppkQEmSmmRASZKaZEBJkppkQEmSmmRASZKaZEBJkppkQEmSmmRASZKaZEBJkprU7IMHp01ahwkTJizsYixw06dPt96jiPUeXaZPn76wi7BIsQUlSWqSASVJapIBJUlqkgElSWqSASVJapIBJUlqkgElSWqSASVJatJQ/1B3LMCsWbOGZGSPP/74kIxnUWO9RxfrPbqMxnr3V+eOvBjb+70xc+fOHbJCTJ8+fUvgqiEboSRptJg4YcKEqzsHDHUL6kZgInAPMHuIxy1JGnnGAqtQ8uNphrQFJUnSUPEiCUlSkwwoSVKTDChJUpMMKElSkwwoSVKTmnmibkS8BXh7Zk6qrzcDjgaeBC7KzC9GxGLA94ANgMeB/TLz9wurzEMlIpYHTgOWodRr98z8a1/zYCEWc8hFxFjgm8AmwJLAoZl53kivd4+IWBu4AVgpMx8b6fWu6/mPgeWAccAnM/O6UVDvEbnf6ktELAGcCLyMsk1/GZgJnATMBWYAH8rMOYMZXxMtqIg4GjiCp5fnWGASsCXw6ojYCNgVWCozNwc+Bxy1oMs6TPYCbs/MicDpwKfr8L7mwUgyGVgiM18DvBlYsw4f6fUmIpajrL+dP7Ef6fX+JHBJZm5FWee/W4eP9HqP1P1WX3YH7q/7su2B71AOQg+qw8ZQtvVBaSKggGuBD/S8qBvvkpn5h8ycC1wIbENZgX8JkJnXU468R4LbgWXr38sBT/QzD0aSNwJ/iYhfAN8Hfj4a6h0RY4DjgQOAf9VhI77ewLeA4+rfiwOPjZJ6j9T9Vl/+Gzi4/j2G0iqeAFxRh13AfCzfBdrFFxH7Ap/oNXjvzDw9IrbuGLYc8HDH60eAl9fhD3UMnx0Ri2fmk8NR3uHQZR58CNguImYCK1LuxtFtHiySutT7PuAxYCfgtcAPKUfSI73edwGnZeatEdEzbDQs770z88aIWJnS1fdxRli9u1jk91uDlZn/AIiIZYEzgIOAb9SDDyjLd/nBjm+BBlRm/gD4wSA++jBPtSiofz8ILN1r+GKL2kLuax5ExFnA1zLzuIhYHziTctTV1zxYJHWp92nAeXXlvSIixtN92S+SutT798C+dSe+MnARJaRHdL0BIuKVlPOt+2fmFbUFNWLq3UXvdXqR22/Nj4h4CXA28L3MnBoRX+t4e76WbytdfE+TmQ8DsyJijdod8kbKTWivAXaEeRdR3L7wSjmk/o+njrDuBZbrZx6MJFfz1PLcAPif0VDvzFwzM7fOzK2BvwLbjYZ6R8Q6lC6gSZl5AfS7rY8kI3W/9QwRsRLlgOuzmXliHfzrjh6yHZiP5dvMVXx9mAL8hHIjwYsy84aIuBHYNiKupfRv7r0wCziEDgZOiIgPAksA763DnzEPFlL5hsv3gWMi4nrK8pxSh4/0encz0ut9BLAUcHTt2nwoM9/MyK/32YzM/VZfDgBWAA6OiJ5zUR8D/jMixgG/oXT9DYo3i5UkNanJLj5JkgwoSVKTDChJUpMMKElSkwwoSVKTWr7MXCNUROwFbJ2Ze/XzmfcBj2TmqRFxGHBTZp67gIrYVURsTPkh9V3AHpTffPyTcjPMJzLz2C7fmwLQ7f0BpjlvXjzLYg+JiLglMzeMiE2Bt2XmZ+fjuycBl2fmScNVPo08BpRatQVwOUBmHrJwi/I0OwGnZuYBEbEHcHPPHfj782yCqcO8ebEwZeaG9c91gJUWZlk0OhhQGjL11+Jfo/zgcgblHoPfBdarw77auxUQEW8HPgU8r/7bj/Iohl2A10fEPcC7KTvo9YG7M/Mb9btnAFMpv9Q/DngJMAf4fGZe3Gs6K1JuvbM25Q7in8zMSyNiJ8ojARYD7gTen5l/i4hXUW5uujTwd+D9wCuAD9bxPVbLukxEHEu5IwSZeWhETKLcg2wucCPlh9cHdry/PXAY5UfZfwTem5n3R8SfgFMod1N4PqWFtkLnvMjMCzvqdBKl9bYl8ALKve0mUx7rcE5mfqreSugHwIuBVYErgT0yc25EHAHsVut3D3Bunc9n1+W3EfA3ymNwHoiIubU8h9V6Hwj8hY7WcERcDhxKuTnoUZRAv7su/8vrZ/aoZV0MmE55/MJjSL14DkpDbTzw+szck7KTnp6ZEyg3gz0wIubdCLQ+J2cKsFNmbgAcCXy6hsu5wCGdO2TKzvtd9bvLUloWv6A8S+jEOp1dgOPq+52+BPw+M19B2Yl/JSJeRAm2XTNzfUrQfaf+4v0Eyi15NqbsaL+fmedTHg1xbGYeBhwCnJuZPXfAICL+gxJs22XmupQd85s63n9hrecbM3Mjyt27v9pRzvszc9M6nQP6mRc9Vq3z7hDKzXanABsC763PX3oTcEt91MNawObAxhGxMyXY1qXchqfzERcbAN/MzPUo9017T88bmflgR72/0kd5erytjnNd4O3UR6lExLqUwN6itsjuBfbvZzwaxWxBaahlZvbcV3AbYOmI2Ke+fj5lh9XzwTn1QZU7R7n3zdbA7H5G/OuIWCoi1qSE03mZ+XhEbAOsXc9VQWmZrAHc0vH1rSh3Siczbwc2r62naZn5p/qZ44HPU0J2DeDcXncbH4zNgWsy83/rtCYDRERP99irgdWAy+q4xwIPdHz/l/X/GcBbBzG9C+r/dwEzMvPeOr0HgBXqObxNI+LjlBbgv1EejLkt8NPMnEW5F945HeO8NzN/3VGOFQdV86fbGjgrM58A7ouI8+vw11GC8vpa/3HAzc9i/BoFDCgNtUc7/h5LeTrwzTDvRpIPUI/II2IZShfYKZSup9uADw8w/h8D76QEVE/LYyyl1fZAHe+qlK6pTk90vojyNNvePQhjKNvEWODOnnMuUZ78O9hzLr2n88Je748Frs7MXer7S/H0O133dHXNreUZyKyOv59xh+yI+AilG+944GJKd+sYyoFAtx6Uzu62gcrR+/0lOoZ3jr+nbGMpwfjRWr5lcD+kLuzi03C6lPogyohYhRJAq3W8P55yzujw+tkdKDswKDu0vnZcP6EE1Fo8dVfkS3nq3NA6dTpL9/relTzVPbg2paVyA7BZRLysfuZ9wGXAb4EVI2JiHb4P5VzXYNxIeSrsyvX1t3j6E0RvoLTextfXBwNfH2Cc3ebFYGwLHJeZP6GExoaUefwr4G0RMa6ep9qpvj8YneX5O/CKiBgTEatTzhNCCcO3R8SSEbEC5emqUM5DvSUiXlTvXn4M5XyU9AwGlIbTF4HnRcQMSoh8JjP/0PH+rZRuuN9Sunn+Aby0vncxcEBE7NY5wsz8M2WneEbHQ9A+Qgma24DTgcmZ+UivsnwBWCsibqWE3OTM/BsllM6OiDso3VJTMvNxynmTo+o49wT2HUyFM/Nuyt2bL6z1fpRybqjn/b9SAu+nEXE7sDHlIpH+9DkvBunbwBci4mbge5SnV69ez6ddCfyach7vbp7e+u3PNMr8PrKW7c9AUs4FXg2QmT+jhNEMyjm0mXX4rZT14lLgDso+6MhnUS+NAt7NXBqFImJzYHxmnhwRSwDXAftk5m0LuWjSPAaUNArVy+6nAqtQWjEn91y+L7XCgJIkNclzUJKkJhlQkqQmGVCSpCYZUJKkJhlQkqQm/X+QQAgeCY3jeAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "viz = FeatureImportances(fitted_model)\n",
    "viz.fit(X, y)\n",
    "viz.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/rbilbro/pyjects/my_yb/yellowbrick/features/importances.py:159: YellowbrickWarning: detected multi-dimensional feature importances but stack=False, using mean to aggregate them.\n",
      "  ), YellowbrickWarning)\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "viz = FeatureImportances(unfitted_model)\n",
    "viz.fit(X, y)\n",
    "viz.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "# NOTE: Not sure how to deal with Recursive Feature Elimination"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Check if fitted on Regressors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "X, y = load_energy(return_dataset=True).to_numpy()\n",
    "X_train, X_test, y_train, y_test = tts(X, y, test_size=0.20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "unfitted_nonlinear_model = RandomForestRegressor(n_estimators=10)\n",
    "fitted_nonlinear_model = unfitted_nonlinear_model.fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "unfitted_linear_model = Lasso()\n",
    "fitted_linear_model = unfitted_linear_model.fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "oz = PredictionError(unfitted_linear_model)\n",
    "oz.fit(X_train, y_train)\n",
    "oz.score(X_test, y_test)\n",
    "oz.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "oz = PredictionError(fitted_linear_model)\n",
    "oz.fit(X_train, y_train)\n",
    "oz.score(X_test, y_test)\n",
    "oz.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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rjAQZIXfkjMViKWUydd68eTs67+ttbZAc5FDXrjNHsj4filzIRnvFMIy7TdN8FzgXOOLbJ01V+6yJCYW0nF/IJRKJJEfI2PqcC8rmX4CfGoaRAPYDmfUHSSQSiWSwZGx9HhZlY5rmDuCU5P8/AE4fDjkkEolE0pVsrc+50exLIpFIJKMaqWwkEolEknWkspFIJBJJ1pHKRiKRSCRZRyobiUQikWQdqWwkEolEknVyoc5GcgTIMdCSXKM9GmdrYwfTywMU+Y+sC4Rk9DAqlY1wBB3Rpl73RaIRLPXwe6cF/GWoyvAZgn2Ngh6qMdAA27ZtS8/OEUKwd+/e9Cjo3/zmNyxevBhFUZg5cyYPPfRQumXIAw88wPLlyykrK+Oll14a/EWQ5DRxy+Kap2tYtauRcNwm36tx8jHlPHfTArz6qFxqJIfBqPwGdESbeGF1ZicWXDnvHorzxh7ymCMZCw1u76IXX3yRSy65pMe+/kZBZ3sMNMC0adPSo6Db29u5+OKLOf/886mvr+e3v/0tf/vb3/D7/XzlK1/h5ZdfTs/hueqqq7jhhhu4//77ByWfZGRwzdM1rKitR1UUdFUhbglW1NZzzdM1/N+t5wyZHNXfe4E937luyF5PMjBGpbIZLo5kLDRAQ0MDixcv7lXZ9DUKejjGQAO8++676VHQ9fX12LZNNBpF13Wi0SgVFRXpY+fPn8+ePXsGJZtkZNAejbNqVyNqt/EYqqKwalcj7dG4dKkd5UhlMwQkEgm+9a1vsXPnToQQfPWrX6WiooIHHngAXdcRQvDII4/w85//nK1bt/LLX/6yy6hn6HsU9KHGQMPABqYd7hhogFdeeSU9CrqyspJbbrmFs88+G5/Px+mnny5jR0cZWxs7CMdtdLXnLKZI3GZrYwcnTSwbBskkuYJUNkPA4sWLKS0t5fvf/z4tLS3ccMMNLFq0iOOPP557772X999/n46ODu644w42b97cI15yqFHQhxoDDdkbBV1TU5N2i7W1tbF06VKWLl1KIBDgK1/5Cn/5y1/41Kc+lfHXluQm08sD5Hs14pbAq1mU58dpDHuJ2zp5Xo3p5YHhFlEyzEhlMwRs3ryZ1atXp60Fy7I499xz+dOf/sRtt91GIBDoYcl0f342R0EfzhhocJMJZs2alR4F/dZbbzFx4kTGjBkDwAUXXMCHH34olc1RRJHfy8nHjGFa8SqmlITxaoK4rbKjNZ9tbScPqQut9ptXDtlrSQaOVDZDwLRp0xg3bhx33HEH0WiUJ554gg8++IB58+Zx11138dJLL/Hkk09y9913I4To8fxsj4I+nDHQ4I6CvvDCC9OPq6qq+Oijj4hEIvj9ft5++23mzp3b7+tKBkbMsmkKxSgr8OHTBzYtdji48+Td7GgKYwsQKHg0mDU2zEWzdg+3aJIcQBZ1DgHXXXcd27Zt44YbbuC6665jwoQJzJ07l8cff5wbb7yRZ599lhtuuIGysjISiQT/9V//1eX5pmly7LHHph+fc845rFixImPy6brOgw8+yG233cYll1zCxRdfzIwZM9L7b7/9durr6wF30ulbb73FOecczC762Mc+xoUXXsiVV17JJz/5SYQQXHvtten9//qv/8p1113H9u3bWbBgAYsXL86Y7KMZWwh+snw91zy9Iv3nJ8vXY/dyQzLcxK0ozcE9FHo9FPk9FPqS/3o9NAf3ELeiwy2iZJgZlrHQR8JAxkIfss4mHCEvP++wX3co62zkWGg5FhrgJ8vX8+L6PV0yvITjcPmciXxt4eAyDwdLf9eyqWMvf1/7i15/I8IRXHzcFykLTDhiOQYyFnpT9GWuP/3BI36t0cZAx0Jni1HpRlMVtc+aGF2EKMjL7YVcMvwMt+sqZtksT9asdEZVFJbX1nPnGbNyyqUWyCtDVz0Ix+6xT1c9BPJkJtrRzqhUNhLJYLGF4PGajSyvrU8rm4XVlXx5wbFo6tB5nZtCMZpCsV4VSnPY3VdVnD9k8vSHV/czNjCJurbtPSyxyqJJeHX/MEonyQVkzEaScwyna/fxmo28uH4PwZiFT9cIxixeXL+Hx2s2DqkcZQU+ygp8ve4bk9/3vuHkrGNvYHzxVFRFQzgCVdEYXzyVs469YbhFk+QAo8KyUVWVeDx+xD5+SW5g2/awfJa55Lry6RoLqyt5cb3beSFhO3g0V66F1ZU55UJLoas65865mbgVpSPSRCCvbFgsms98XLZFykVGhbLRdZ1IJEI4HEbTNBSlZxVzikQikQ5A5ypHq4yO42DbNrZtow9D48Zcc1196QyDFbX1vLOzId3Y8pTJY/nSGcaQyTAYvLo/I8kAg0X2RstNRo0bLRAI4PV6D6loAGpra4dIosFztMqoKAper5dAYHiqzXPNdfXTNzaxbn8rtuNeG9uBdftb+ekbm4ZUDokkE4wKyybFQO+GR4K7Tco49HR2XXUPcg+16ypm2Tz1Xi3NoRhKsouyEA7NoRhPvVfLXWcem5OuNImkL0aNZSORZIIvLziWy+dMxKupNIdjeDWVy+dM5MsLju3/yRlkX1uYurZID0tdURT2t0fY13b4M5kkkuFkWCwbwzBOBh42TXOhYRjTgd8ADrAO+JJpmrlXIi05KrCFO4Plw73NhBMWde0RfLrKl84whjT1GSX1l4MDOA4oSnIz6f9I+kC75xnsRz433GKMSLK1Pg+5ZWMYxn3Ak0AqTeVR4N9N0zwT9yckuzdKho3UALC4ZaMpCnHLTg8AG0qqivIZX+QnatmE4lb6T9SyGRfwU1WUOzU2ktFDNtfn4bBsaoGrgGeSj+cBqUZffwcuAF7o7yTJtguDYvXq1YN+7lAhZcwMhyNjMG6xcmsdEUsghHsrpwCqCiu31rHi7VUUejP/k+lLxjLdZqstXMsG9y/bdijTbdZ99M+My9EfI+Hz7sxIkzdHyMj63BtDrmxM0/yzYRhTOm1STNNMVfF1AMUDOU/n3miHw0jvl5UrjEYZP9jTRNDagnBAUZW0p0o4DiHLITBpesYHgPUlY8yyKf6wlWOiCi3ROAlL4NFVSv1eiouLmPuxE4Y0QSBXPu9O/b36JRfkzSUGcu0ytT73Ri5ko3X2/wWA1uESRHJ0M6kkPxkX6RmUR3H3DxVNoRjN4TiTSguY4OSTsAUeTUVVFFoi8cOq+bGFRSwRxufJR1Nz4SeffWS8JmNkbH3OhW/eh4ZhLDRNczlwMbBsmOWRHKUkbIcCj4f2WILOSWCOAwU+Dwl76NropGp+gjELVVG6WDEDrfmJJBJ8uLOG9sguIvEgBb4AE0qmceyEM4asg7lkxJOx9TkXlM09wK8Mw/ACG4E/DbM8kqOUsgIfp04pZ9WuRtpjCYRw4zXFfg8nH1M+pEWdR1Lzk2omurPxHYp9+xAOeFTwe0LsbG7GBo6fuGAI3oVkFJCx9XlYlI1pmjuAU5L/3wycNRxySCSd8eka58wYRzBuIRyIJCzyPDqqAufMGDfkRZSp2p7ltfU0h2OMyT/YgfpQPLZiA79+ZwOfNPZQ6I3j1wSaCsJR6YhpvL3tn8ypOm1Uu9S0e9z4tnSnHT7ZWp9H77dNIhkEnRd44QhK8jwDWuCzgaaqfG3hHO48Y9aAZ+sEYxE21S3jphMOUF7gugMdAZYDjhD4dYdIrJH2aAel+aVD9E6Glocv3EzCCXPrC0M7YE5yaKSykUg6MZgFPtv4dK3fZADhCDbuXcma3e8wv6oZVQU16X1TVNCTudO2o6AqNo1Bi1JZqiMZQmSUcBTQEIzwyqa9NAQjwy3KqCG1wA+3ohkoa3fX8LcNb9IUbkXtpcGAooA7ocAhIVRskRgGKSVHM9KyGcFE4nE+8djf2drYkZ53Mr08wLtfvZi8UdYkU9I3trB4ef37RBJxCgNOOpMuVZSa+hcFIgmdlkgBx4wZvWOa739lJnUhV5mmYjd9IWM6Q4e0bEYw83/ydzbUt5Ow3f5ZCdthQ30783/y9+EWTTKENAZbiSTCWDZYtkJ60GnyX8cB24FIXKEj5mVcyTTyvbk36VMyupHKZoTSEIywuaE9/biz22RzQ7t0qR1F1DbF6YiqOCiELQ2RUjK4isYBhICI5aWiyOCLZ1w1nOJKjlKkshmhvLOjwR2q1W27gnsX+86OhuEQSzLEBKNRLn9yBZsaC1BwaInotER1EsJVNHEB9R0eXtlaxvUnf5U7z7oGjya955KhR37rRiiTxxQc0f6jkZhl50yGWaaY+dCLtEQtXqt1YzCzykO0K7C/3cfONj8rd5UQTfg4e8ZEJpSOzlTnQyFjMrmDVDYjFKOihEKPRjBhd7FuHKDQo2FUlAyXaDlHqqJ+eW19WtmkameGdEZNhtnTGuRAMJZMAlB4tbacZdvHUOi1CcY1LKGS71E5d8Z4nrtJdgyQDC9S2YxQfLrGNy44ju++soaIdbBXXp6u8o0Ljhs1d+6Z4PGajem2Lz5dIxizeHH9HgC+tnDkFv7V1B44mGmWxBIqrVFXgV5gjOMPN5xJab6/1+dLJEOJVDZDSEMwwgd7mjlp4hjGFuYd8fm+vnAOXlXlHxv3sbc9zISifC46tmpYqt1zlZhls7y2vkt/MQBVUVheW8+dZ8wasYp5QXVFWtGk/u3cKvRX15wqFY0kZ5DKZgjIVj1MLla75xpNoRhNoViv16U5HDusVv25xsSSQioKfdQnXWlwsK6mstDHxJLCYZQuN5DjoXOHkeuwHkHMf6yPepjHMlMPM9Kq3YeSVKv+3hhoq/5cZvMDl1NZ6L6HlFVTWehj8wOXD59QEkkvSMsmyzQEI2w+0Ec9zAG3HiYTLjVJ7xxJq/6RQKHfz77/vIY9rUFqag+woLpCWjSSnERaNlnmnZ391MPslPUw2ebLC47l8jkTyfNoBGMJ8jwal8+ZOKpiWxNLClk0b5pUNJKcRVo2WWZyST/1MP3sl2QOVRHk6VFURfaNG83UfvNKfL6R7R4djUhlc4SE4zH2t7cyrqik135TRmUJBR6NUC/1MAUeDaNS1sNkm8dr1rOl/h3mj2/FpyWI2R621O/g8RrB1xYeN9ziSSRHBVLZDJKEbfGrlc/TGt6JRhQbPyX5k7n9jKu6tAPx6RrfPH8u31mylminehi/rvLN8+eO+JhBrhOzbHY3v8cxxY2AgkDFo9kcU9zI7ub3iFmz5WcgkQwBUtkMkl+s/DPx+DqKfQJVcRBOlGi8nV+sdLjrrGu7HPv1s+fi1bRkPUyICUUFsh5miGjoCFHsdRWN25jSQVEUFBSKfY00dISYWFo03GJKJKMeqWwGQTgeIxLZSIHPAtxuu4oCft0iFNlIOB7r4lKT9TDDR4HPpsBrE4oLEsLBcdxBYh5VocDrUOCzh1tESYap/t4L1IUSsr4mx5DZaINgR1M9+d44PS+fSr43zo6m+l6fJ+thhp4if4CE7SVuC0hlBToQtwUJ20uRPzDcIh6VxCybfW1hYlbmlf3DF27O+DklR460bAZL96ZUOcxo7HY8UCyh0BAupdgXwRIgHFCTlk1DuBRLKGiDvOU6mq/rYAnHE/zw9fW8t7uRho4YFQE/584YN+Kbokr6RyqbXtjf3sEHu/dx0qQqxhX1vPOdUlZJ2PJS4I1DtxyzcMLLlLLKIZP1UKS6HS8x66hrjzC+KI8LjPFH1Q+7KRTjvb3j+FilTUVhK141Tlx4ORAsYc2BcYNqV5NaMN/f3URrJJ7zXaRzQSmmvou/emcL25qCAKiqQkGLjnmgDQHck+GmqP2NhE7LJt1tQ0LOKBvDMD4AUqX2203T/PxQyxCKRbnzuacY42+iwGPz6gaN5mgZP7vm8xT4DjY0zPf6yPPPJhpbh0+3kwkCCjFLJ88/OyMjdzOxQDy6YgM/XLqO9mgC24GN9a28v7sRy3G49+y5RyzjSKCswMeYAj8bmyZjNk9Kpz4LR6U0Xz+sdjWpBfPX725lT0sYr65SkufFq2s52UU6l5TiYzXreObd9WxvipMQqnuLJhwULGzh8JtVW7krQ01R739lJpA44vMcjWRzHc4JZWMYhh9QTNNcOJxy3PncU1QVHgBUbEfFrztUFR7gzuee4unP/UuXY794xlX8aiVu6rMSw3Z86dTnI8EWgt9vbGLzB8s50BGhIruGXyEAACAASURBVJA3KDdDezTOj5aupT0Wp9B3cL5JcyTBo6+v58tnHntUuH46t6sBlYjlKpeBtquxhUV7tINQTOOPH2xj6ZadNAbDaKqCLRwaQzEAJpUU5EwXaVsIHl22nl+/u5W69gheXSPg86Br6pAqxZhl0xiMUNf6Hs1tq/jkrDgLp6iYjQW8VluGQCFuC3y6Rl1HlH3tYaaOkTG04SLb63BOKBvgY0C+YRhLcGX6hmma7wylAPvbOxjjb6K3oP8YfxP72zu6uNQ8ms6dZ13Tb1Hn4fLYig0s3txERCjELMG25iCbDrQhHId7BmCNpF1nm2q5eMYOKvKiBPKgNaKxsTHAq7VlNITjbG/uYNZRMmAtlWK+vLae5nCMMfkH7/D7QjiCdXtX8s62j2iPBlFJYNs2p0/SmDtWp7apkDd2jgUUWiNxJhTn50QXaVsIPv3UclZuP0B7NIEDhOI2reE4BzoiVBXns2xrdpVi6ju4dMt+xuVvZnJJI0I42IDfIzhhfDsO8FptOcJxFb+aalctGU6yug4rjjP8n7BhGMcBpwBPAjOAvwOGaZpW92NXr149BdieaRne2ddAnb0K2+kZ9VcVhyrtZE6pGpvpl+1C3BZc//JWdgctRKftKjCpUOf3l07H2080+/cbD1BV/g4l+TG05FtxANuGqK3wd7OcV2or+MW5x3Bi5dHVRytuC9piNsU+rd/r2JDYzNaOHbTGBIW+OH7dQjiCYFynNepBBdbWF7F8+1gcYFqxj2Kvxg/OnNjvubOBcGxs4vxufRvPbGhBAHFhd5naCe53qSJP49cXTmNsvicrsvxuQyN/3tLECRP2c+60Jjyag+0ohBMqLRH3NaMJlSfem4QlVPI0qCzw8LuLqw/n2k2dN2/ejs4bUmvDpujLJJzwgE5y6wsDt/DeXTR7wMfmOD2uHRzeOjwYcsWy2QxsNU3TATYbhtEEjAd29/WEuXPnDqr/0erVq5k3b16P7RNmdPDwK+/j13sq33BC5dPnnN5rskAm2d7UwZ7QJgRd0w4EsDdkMa56FlPL+pYhZtkc0/w9inwxOs8KUwBdgwLV4YIZjby+vZwzP34CRkXxoGXt6zrmEoOV0RYWSzesJdKuousKfo+NWwaqUuARtEXBURRmlId5YxeoikZxoJAr5k7i1E8cnnvqSK+jcAQb965kd/MWtjc3kh+wOH1KHo6jYJSH0spmUyfXVVNMcNr8kyjyD7xH3EDljFk2r732EsdXHeD4ce14NIGDgqo4BLxumnNLxEOB11WErVEVB5UvnDGbUz9xfP/nj8VYt27dgOXOJLn+fe+PAVy7w16HD4dcUTa3AMcBdxqGUQUUAXWZfIFUhpkeifS6f1xRgOZoWTpmcxBBc7Qi64oGIBhzA/ndUQDLcff3hS0ED722ign+vu/oFAUCPofpYxymjDm6rJrDIZYIE4p1kLAFuuqg4uAk1b+iCBRFYAkVn5ZAIUZ71ENzOMYdp80YclnX7FrO6p0ridkxFEcwqUhhUnGQcEKlI+bBFgp+j+DE8W7M99XacmzhsK89fFjKZqDsaw9THwxx7rQgQijYQiEVanSAfI+gNQKhuEYwriW3O7y1ozHjskgOm6yuw7mSp/lroMQwjJXA/wK3ZMp0C8Wi3PTMEzz8yn/x1pZn+Vvdcm565glCsWiPY392zefZF6wgaimoiiBqKewLVvCza4YmMS4Ut3od75sq6QnF+74k3/77+zjxJegaKIeo/1EVuPXkqmEPYucyPk8+Bb4AHk1FOCqik51pJxdQOLhg6qrCntYwn31m5ZDIF7Ns9rYGeX/Ha6ze9RoQxqvZaCqoqiBfdyjPt6kKxKgKxCjNc2M3s8pDeFWBokBrOJ4d4RzI0y0KvTYChbClQVJVKwpoioOmCjY1FqRdez5N5d1djbRHsySTZKBkbR2GHLFsTNOMA4uyce7uGWZ5uiCvjwyzAp+fpz/3L/3W2WQDWwiWbdlPnm5RXpDgQMhD1NLdHymQ79WYPa5nQD8YjTL9+y9yzZzNzBrbU4H2xqmT5Y/6UGiqzoSSaexsbqYxFCdm6fj0BI4jCFu6254IJ71g2jj4PQqrkgtmNiwGOBh4X167nxMqVlMVaMOjifQsaE11A+2qmrxBUVyrotDrrhftitu+J257ev0uZYKq4nwCvkKCMQ2/R9AS0cjz2ORpAlUFISAY01haOyY9wloAkbjN1sYOTppYlhW5MsFA63a6M1LqeLK5DsMAlY1hGNW4gaM/AL8ATgS+Zprm0NzKDZLDzTBLMa4owCVzjCGRMcWPX/8nrcF/8P/OC+HVBHFbpbY5j1+8OwlN0zi7urLXRWzmQy/SEQtRPSaCg4oQgkNlSNsCPtq7jflTLTQ1J+41cpKZ409j6ZY6GsNb8WsK+R4NUAknNKIJNR0DAXfBjCQshNCyumA+XrORF9fvYe7YXYwPtKW3p6wG4RxUNF1RyNdt9se9xC2ds6f3/l3KBD5dA8W9PieOb6ckz0ZTHOJCQRXQHtfI8wjOrW7mtdpywP11+r0a08tl2vNoZqCrzVPAT4FPATOBfwV+jKuAcpYPdu+jwGNjOz1X33yPzQe79w25UumOLQSPLt/Agda/MX1MEAcFgYKuOcwaG+KOT+xmW/upLL75rB7P3dMa5EAwxqTiBF5NIFCI2uCHHgrHcdzFqDmiExfttEc7KM0vHZo3OQJ5/A2Tb/3DIiEmpoPsQJfsLl0VFHot97Gt4tGcrC2YMcumZlsdAW+U8YEmVEh2sT7oNlWUtJEDjrsvhaY67GrL45wZE3nupgVZkRHc+q6GYIxNB8pQFYcLpzehoGA7CsFO2WizykMs2z4Gx1FBUTj5mPKsKUBJbjBQZeM3TXOxYRhPAr83TfMNwzCykzeZQU6aVMWrG7Q+Msw0TppUNQxSdeUny9eyavvrXFgddO9KHQfbcdy4gKJQXRbhroXH49V7flQ1tQdwgAMhD3FbRdccQCVqg2ILfLq7+MQsN9YQtnRaIjoxW6E5DKXDVw6S08Qsm1+/s5WoJXBQaY0e1NytURUFh/OrG5nVKdvLbCxgzf7sxMKEI1i9YzknVHxAgSdOwBdBURwcx40fKarbYVTBVTCWgJjtyqEpbtpxMObhv6+5jXHF2a2t2trYQShh4aCwak8J86racXDl7PwrLPDaBLw2murj1CkVWVWAKQ4nzVmSeQaqbGzDMD4NXAb8h2EYVwA535s9FzLM+iLV9fb97a/z8aqmtCWiKKAnWxPbjoJHE0SsFqBnjc+C6oqkMtGpbc5j1thQOmvKQcUWgpgN9UF/MqjtLpSbGvJJ2COki+gwsK89zL62cJ81hudVN3HieHcRtRw322vehCDHlLZmpahz496VtIS2kO91sISWHGkhUHGIJz9HVXGlDcZVYrZKS8SLgmvRFPm9XDL31KwrGoDp5QEKPDqRRJxgXKMjpuP3HKwaU4ACn47jeHjxtouYO35kWTQjJf6Siww0G+0LwKXAl0zTrAOuA27LmlQZpHuGWcRShzTDrDu2EPxk+Xqu+OUSnl31Iy6YUU9loeUGdjut/1pS4QihMbVsQq/nmlhSSEWhDwd44t1JbGoowLIVVBwsW2F9fSF/N8cSjOmoCkQshQ/3B6jZORafR2aj9YnTd0afrgpmlR9U6gqgKQr5Xp3JJUFK8jJ7XW1hsb99G5qqUuL34qAQs3UStoJwXFktoRC1FDY25PPAkhks21ZGNKGia1BVXMKlc07nuEnZtxwAivxeTp0yFk0BS7ixm842jaapaKpCWeFkTptaNaIUjeTIOKRlYxjGMcn/tgHf7rTtvuyKlTm6Z5jpLQ1ccMYZwybPj5et4ztL1vJvZ26iojDRY1FTk4Fe1//uoOmVBPwFfZ5v8wOXM/OhFzkQjPHf706m0BvnmOIYu9p8BOPuD3npdtEp7qAxozxAVZH0ofVFeuZQrGfWZ2GyGNFyUhak+3nFLUFVsQNODDjytkUpYokw0UQ4mSGXT2s0TmNIY2wB5OsOjuoQt1W2Nefz36uOQaDyam05NTvGcO/Z07ntjPl49aFd0J+7aQGf+c0Klph16SSKWeUhivwCv8dPcd4xR9xDcCBIt1lu0Z8bbQV9T25xgGkZlyhLpDLMVq8ODvlr72kNUlN7gJMnl/G9V9ehq1HGFboFmn1dXCEAZTw3n/7FQ5670O9n339ew+6WdhZ/8DK7mnb2qBq3xMG4g4LD5z4+TdbZ9ENxnofGUKyHKy2YrK3p7BoCQAEHHz5PZpW4z5OP35NPwo6ztzVMKG4R8MbRFYgkFOpDPmyhpDO8Xq0tp9Cro6sKN598/JArGgCvrvPibefSHo3zz73N4MDMigLC8XDGeghKRh6HVDamaU4dKkFGI03BMLMffpHGcNfK/9ljYwerqntx2TSEdBrCk3nk07cP+LXaQ/+kekwrDe02KA55HrtL1XgKB/jknEmDej9HC02hGGX5PvZ5IsRtgSUOqpyUaygVs3Fx/VlmQ8ERDWPrDU3VGVc0jR1NG6hrj2DZgrw8gYND2NLThZFwMMNLUaCqKG/Yrdciv5cF1eM6bRn5qc3da21kDGfgDLTOxgDuBApJuqmBqaZpDo0jeISRmiPyo9c/wu+x0VWty6Kwq82HEAfTkw+6zVzlU9tYxvevGHhtlS0s9rRsZWdzPVWBOJrqJLPPNGaVB1m2fUyX128MDaz482ilrMDH2EI/44ry2NsaxkraN26qs83y7W7K+KzyEAVem1BcY0NDgPUHivn6eZlPEKiuPIWfv2miKYIiv42K4zYEjWjoqkhmeinpfmOKonDTfGm9SnKLgWaj/S/wF+BM4DfAxcDwdMPLYVIV3j9/cxNTS3dx+8d7NkJ0UAjGvewPeqgqOmjxOI57f7y/Q+cPa8v565aXOGXyWJ67aUGvac+diSXCbGnYha7GwHEXnlTl+IQiJ93wEFyFVhnIy+JVGPmkZuCs39+ajp2dV93UJdV5U2MBP39vIgVe4basUTQCfotCX+YLZa/77Upe35JPzJ5EsT/B9cftY1xRoseNRV27F1t4KC/0ohyqZ5FEMgwM1OBXTdP8FvAP4APgCuDkrEk1Qnlk2Tr+/W8fMrV0FyeOb8fvEenU2BPHt3NedVP62O8uq2Zfu8eNzeDGaPa1e/ju69OJ2dAcibPE3MfVv1nR7+uGEyBEgtTHeXCZUfBqDlHrYObU2AKfbMI5AL542kz8Ho18r875yVTn7p/nwqkttEY9WEIlbjtYtkOwl6SCI6E9GmfVrkZ0VcUWKk1hH7ajEvBayW4B7o1FwGvhOArl+flMLi2kZtsBYlbuViekUv9zWUZJZhnobVjYMAwfbgvqeaZprkxOdTtq6T62eVdzK48t/wAUp0tqbAoHJe1Td/tpaXx72cxes8fAbSsjcFi2tb7fflu1jS3EBXg0G0dRwDmoXOK2O3HUsqHI7+GehUfHhM4jpTWSoNjvJRqPY3T7PN36FZg19qCL0qOr6Jqacctma2MH4biNrip4FBCKQFWgI66T7xHpos1IQsejqwQTcYTj5MQgt9442N+tPv37Ga5R1ZkgFcORsZv+Gegv43fAX4HrgbcNw7gI2Js1qXKYuBXnZys/YunWFna3xhhX6CPgMZlQ1MYt82xiFowrStAY8vbIZOo8wyPl/w/GdTY09K5IHCCcsNmwv5VTplT0ekzMivPBjv+j2GsnA9MOwnGI2gqhuIe6Di/HlJRSVRLgvBnjDzmdUnKQsgIf7ZE4CRHtkupcmpdIL/LCgYtnNPCyWYFP1yjw6gRjVkZrR6aXB8j3asQtgaIo6dTrloiH1ohbtOkkZ+3keyy8mkXCFpQV+CgryL2sr1R/N1VR8OkawZg1pKOqJcPHgJSNaZr/n2EYT5um2WEYxkJgPvBKViXLMVJDqpZv+ZDmjjamF6tYiQIQDtPHdOAAAb9FpW6R50nFSfR0LyhwW9KH4mqPVied4zndcYACb98f02/e/AWOsx9HUXCS6k1RAEehPaaDUsXLX7gwbYFJBo7AoTnkpFOdS/MSBLx2MvfMjbPNHhskZmuYTZOZM64k4wt8kd/LJyaVscTcR1yA3SX1WkE4Co7jWlrhhE7c1tFUhYXVlTn1eccsm33tYZZu2Y+qKAjHIWE7eDQFVVFYXpvdUdWS4Weg2WgPJv/tvPk44DtZkCkn+WjXCl5c+yaRhBtk8emCE8e1U+C16Ih7KM1LJFu5K9iOg6Z2nUyYakl/9tSW5Ax2pYv/H7qmKKfQVSj09d6GrjXcRsJyf7xW0oxSVVdl+TRBJDGehz51A36PrNIeKCn3aMyyCcUsYrbCpsYCThrfTr5HdLJW3dRjFI25lRGiws/Z07OzwJ85rYKV2w8Qj1pYQsVsLOCE8e3uCAFFQSTV35amAsoL87li7qScsWA7u83q2iLUNnW4WZjJHm4eTaEkz0tFoT8n3X4D5VDjB6SLzWWgbrTOt9we4CJgVebFyU32NDfx+/ffwKsKdJV0qqmqQonfTX3N121Sl8kS7rwTx4ECj01dh5dNDQGWby/ljvl7+o3npFCA6WVFPX6AKStrfd1H5HncO20hFCyhgHBzqBXH4bOfOBO/x0tDMMIHe5o5aeIYxhbKTLTeSKWrv7+7idZInIDPQ33QTRFfWltGnm4zoSiGgpv9FbF02qIeFAWK/Q6fmjOWu7OwwMcsmze2N3B81RjW1bUSF4J3947Dp6tUjwlS6LOJJnQsUcmJx5zIH28+jnxv7vTITbnNAHRNRTgWihMnYXnQNQ+2cGgMxfBpasatwl9fub7HNtlVYPgYqBvtPzs/Ngzju8CSrEiUQ0QTcb7519+hOLuZWRZBwR30FLdUwpZGa0THATyak/adp4jbKnXtXjQN/rBmPM1hH8X+RBf/f2c6x3NSTC4t4JaTq3vcLa/esZxV21fTFo1RWZCcgKi699yWUMCBuFBpj/iZ8/Bf2NrQju24VtKMsUW8+9WLyfNKawcO3nn/+t2t7GkJ49VVSvK82Ek3jzsrRuUfW8cypSRCgc/GFgpeXaMkz0PA52FaWSnnzTkxKwHuppAb6PfpGqV53mSNlMIbOytZuXssx4/LY0H1JB4478Q+raruySxDRcyyWba1nr1tYdoiMU6ZVM8nTuhw3ccJje0tAVburHDHIchM7VHPYFNnCoFj+j1qhNAejbO1sYPp5YEuwd17n3+aQu8+SvPdNFO3bzIouoOquimubVEdyyY5a91BVx00xfX3jwvEaY9ptEfdy9xnqxO6zmQHmFFWwBdPM7q4QxqDEa59ehkfq1xNZWGcoqSbTkkOMVFVx7VscNjZWsC3l75Fe/xgamlCwIb6dub/5G+su/+KzF3AEcyjy9bz57W7qO+IoqlK+k47YbufkQBwHIStsqmpkJPGd6CpKnPGlVDo86AAE0urszaILhXoD8YsJpa4Fm5LNE7CdshTdS4+dgb/unA2IAjH2vF58tOyuNbaOt7f3UxrJD7kmV9NoRjr9rfSGomzYHI9cyrasB1c97EumD22lbgteH/veIp9+oh2o0n6Z6Axm+0cHACoAiW4w9NGNHHL4pqna3h7RwOhhIVfU5kyppCnrj2VC3/5KtfMrQcgT7cRQklbD6riuNk/us0/tpdjOwpnepsZW5BItyrRgDyPO7L37KktLKkt76PVCV1GDJf6NK6aUcpj15+Xdoek5Pz7xr0U+hJcVB0j3+u67WI2eHG7RKu4lk1tUz5PvDsRG7tT1tvBLgZmQwcNwchR7VKzheCHS9fxk5qNRBI2McvGo2n4dBUFaAzF0sdqyQLJ17eVoykKJ4yPku9R8ek+xhVN49gJ2WvsmiowTWVwTSotYIKTT8yyuXLuJO45ezYb965kf/s2ookwfk8+Y4umsXRrKf+zahu7W8N4dJVSvxevpg5p5pdHUwjGEiiKzbTSIHa39EwHBaMsxJs7E7RFrSHJnvv1leuH3JU22HHSvTGS4z8DvR1b2On/DtBqmmZ75sUZWj7z1HL+YdalfwSRhKBlXysn/OTvlCRdXiiuiywhknNDVCc9gjdqabyzp5gzp03ltOoprN3zJPlecXC2uqOgKXDG5BZeT8ZjOnfBTbU6SWWjnVtdyZ9vOYvN69d18btf8T/LWbF1PygCn2bj1dxMJBcV13gRCFvhuyum0BLxo6s2l86oZ+qYCAGvRVtMZ1NDIa/VliEchVU7G7nsKO2RFo4nuPKpZby3q5mOaCL9ecaTBYY+XSVuCzyaQsJO5Z65LN8+ljNnzOGcY6d1sSKyScq6XV5bT3M4xph8HwurJ/LlBceyZvcb7Ghcj1fX0FSdhB1n1bb3MfcHqOsoQlUVwCaa6GBvm83EkqKsZ37ZQvDYig386p2ttEejjA/EyPcksHqZmFvgtfFqCZrCsV7OJBlN9Ddi4MZD7MM0zd9mXqShoT0aZ8nm/SiKoMTX9c4fDrq88jx20kUGCaGgCAUB7OvwEU5orL3301SVlLChbhcb9rqxGsD1QyfPVey3KPYnaAr7cFB4tbacZdvHdLE4rpw7kT99/uwuMsYti0/+aikrttVx8YxGJpdGKPZZ+DwCFZIKMFnAqajEhIZX0Th/eiNnHONaWu7IAoVyO8H4QAwFWFJbzuTSvscWjFZS8Zkn39nKlkY3m8u9fO7tgQNYQuBJLop+XaPAqyCEg+U4eDWVYr+HRSfNIN83dNdPU1W+tnAOd54xKx170VWFR5etIRZ7F1Wx8GjuvJtxRX72tUco9ESJxD0smNqC0SnNviFUyq72qVl1WT1es5Gfv2Uye+weLqruIOCzKM9PELVVWiI6nfONQnGNuO3BQbCvPczUMSO/Waekd/q7LUutftXAdOBvgIWbjbYeGLHK5s3afVw0Yz9TSyLp/lad6106u7zClpZOawb3B+LTVY4fPwtVTc6m94CiOEkl03+0s3Pbf4BHPjUPgHA8xv5wO63hELMffonjK/fxHwubKc2zsB2VSEIlYav4NOHGhhywHYVoQqMlkseJVa18bFwHZZ1deoqDD9AUwRmTW1i1dywzK4ozej1HAo/XbOT/1u1mf4cbZAe3Vgac9BwhIRwsYePVVHRVSSogB4/muqKOHVdMRWB4mmf4dI2q4nxsIfj0U8tZW7eP64+PIFDRLUEoZrGrNUTCFvg0h/OnN3JscnqrJdw4yZSSJrQsZH6liFk2r22uY1b5buaMbUOgkBAqUdttsQOka89S7mNd1dNxR8nopb8RA58HMAxjGXC8aZqNycelwP9lX7zM4zgO6/fUsHb3Ui6YHk83MbQcetS7HHR5BZlQ5ODVHBJCRQgVXYmzsX4t7+7agK7peFQ4psRNDrAdx80KS94xt0XdNNkU3X9XlYU+qorz+dmK52gN70IhRM0/3uIzsx0C3jjFPrfvsKq4xaK24ypDW0B9yIstVLy6SkesjOllB1BUB72bx8IdG6xQ7Le4b+HUo654LmbZLK+txxYOthDpsQ6pAsNUI1QHiCZcRR5J2MnpqQoxWxBJWMweVzzs1+6Hr6/jjW0HUFWViKWR77HdzDklOQcJhVBCZWpJpMeNj+3A+IIWbGHhRhYzS1Moxob9TXxqVhCHZEENBxWMXxPoiiAY19M3d4Veh6qifJkcMAC0e54ZsXGbgTqcq4DmTo9DwPhMCWEYhgr8DPgYEANuM01za6bO35nt0bVsXrOTYl+8S3dkcH8Qnetduru8YpbCpTMP8ImJbfg0UFWL8QH3rrgl6qE16qHUb6EpDorqELMUIpbGyp2lWMINPJf4PbRG3W7PClBe4GP5nRfyi5o/Y4uNjMmzUBxBwBvFpzvYDnhU9w78oBJz3Xz5HncxjAiNaGw8W5pLmV9VR/JmvUt1lKK4f1QUrjpucjYubU6TSiH2aG4fs4RwSAiBptgEenGjpopkbSepqB1QVJXapiAxyx4WhWMLwaPL1vPYik0EYwnOrW6kxBdlbEHnuJNKxFJ5e1cxcyrCPdLsVUVB1yx2tTQxq7Iq4zIW+nR0LUHAZ6fjnClaIh50VfD7NVXs6/Clr3fA7+Hz83um+EuGlmyvwwNVNi8DrxqG8Txu0tPVuGMHMsUVgN80zVMNwzgFeAT4VAbPTzge5b+W/pTyvCbGFZK8C3SI2a4Fkq/btKL3Wu9iC5VIHO74xC7mVISS3XZJz4BXFCjxW+xocbO7Cjw2igLbm/1saAzwWm2Z23G50MeO//g0DcEIy7fUs6WxjdV7WrjhDyu4atYGivwJhOPWyXh11zpRnYMD1nQFSBYVtsd09nd4WbptKtecOJsVWxt4f+8BZpWrBHwCW0D3366qQNT2M3HM2Exe2hFB5xTiUr8X245w1pQGZpZ1bRu0fHtp2q2aVj4OpG7S69ojbG/uoMjnTdetDFUdy+M1G3lh3W5ils251Y2cMK4DXUu2KMKto0J3CFtu7LC3NHtFgbCl41Gzk4kYjFng+OiI9Z7iH4zpaUWjKqCrCneeZvDVs2ZnRR7JYZHVdVhxnIE5Sg3D+DRuVpoDvGaa5ouZEsIwjEeBd03TfDb5eK9pmhN6O3b16tVTgO333nsvTU1NvR3SK22RdlTFPniz32nIYuoK2MLtNdUR11AVhXGBPOK2cNugO1E8mugxVTN1DnDTjlPnUnA784pOHZiL/R6K89w6nvZogo5YAuE4KDgU+7tO80zHrUkqm24vZwsFS2goipeoZWMJgV93/7gus57jpgUKCh4C/iMPbsfjcbw5XhjaXcb2aIJwwrViVRJ4tK6LodrpegtHISEUopZK9yvp11Uch2SmF5C0OjVVwa9rFPkHXsE/0OvoAA3BKLZwsISgwGuh4NZ1dccSCk5Sfm+396gAlqNRVhAYQGRxcHLuawujq1aP1wZXCUYtLf3afo9GReHAY2BlZWX86Ec/Apg6b968HZ33pdaGL33lCzQ0Ngz4nJ1pCuf2dxoYdHLPoa4dzPiudwAAIABJREFUHN46PBj6y0Y7yTTNDwzDWAA0AIs77VtgmmZNhuQoAto6PbYNw9BN0+xzOEgikSAejw/o5MJxUJRuX/xubqbUJksojM3zoKsKwrLoiFnEbUFpnjisH6dwFFLThBVcf3p7LEEkYVHi0+iIWthJRaf2deJOMnYXV1VAVQQJEcMSKn5d4NVE8jUVVMVJKz4HBSEUFDR8mmfA160/MnWebNJZRp/i0GELLMch4D24SLtdAg7GtSzHTfbwJq2GqNXVWrGFGwmJWwK7042AZbvp05ZtUegZuIXT33V0gGDcJprsy6coDrrioChdB1N3fT8OcduVwaM6qIqDcNx+fJqi///tvXl8XFd9//0+995ZNCONdlvyEjvejmM7q7MREichCQEKlLSFthQIYQ0E8kBpobQ/Cm2fltLfr9BCIWl/ZXtYngJt4Fd4SrMRx5jsJptj5ziWvFu2tY80692eP+4daWTLtixrNCPrvF+vxJo7c+9858yd8z3L9/v5Yk/ju5vK9+37hA7ROOG9x513YGPEFDRGjDO6j2zbPv2LznH2DWbO6PWdyWDwM4W2O+N++Ew43TLancAHgL+Y5DkfeM1MGAGkmVig3DjdB3zooYeIxaYWUbO1awfb938HzxdBhr9RNvIXUHBgIBth674WHtvfDrEoV53Xhuu6PLjrCOc1j/Kp6/YFhk3iGDw/cFJ7B+tCp+DzbE+Kh7pagwqP7eNLNbv7kxS8dfQf6sMSBdKFoEP4xA1dNNeVChD7xMzxfJ6CEyw5mCJIEt03VFc2Y/J5/kgDa1qzE5YtBMHnzNsmN679bW5cs5JEdOYikLZt28bGjRtn7HqV4Hgb3/L1X/Bo11FMkeP2K/bTEHdJWC6m4QX7YmHUVrDME7Rv3ja45+mlY52nJeDCZS00RF0e35cmawdtnYxYCBHMbJtSdTzziTdOaUltKu34pc0v8ZPtB9hxdJhs0eX65Ud4/epeopZPxAgcZWlZN2cbHE7HyYV2D3vj5SxMLD59y8ZpKQhM9fveMzDCZf/zZ4wUHUbghKTipliEH7/nBi5Z0jKtUgyFQoHt209dJPijX/hNbD97xteGc1M7bSgMKJhC251xP3wmnC4a7QPhvxMSQKSUqRlO6vwV8Cbgh+Fa4YszeG3WLlzCr/cYWGYg2QLhKFaA58LD3S387OUFJCIxDAMKdhC5lC3Y3LSynws70mPLZ6X9k3JytmA4H8EQ/oQkzZvDCo8QVFmss3wuWpgm7z7D+jZ/wl7B1n1N3LBigEQkiGhzvMDGdCFK3o3jeQ4t8TwZxxxzNBB0kOsWjBI3vQlJcz4C1zNIxuDy8xbMqKOZi5QqXgazhCB/ajycPZAaKuXauF4pd0lQH3NJxTzSBRPP83jNyn4u7TxIKuaxpsVnV1+Sh7tax2aeAugZyc9Yzkgpis4yDHzPw/Fs1rRm8UUwcCp/3/GB0LgiBQRh9pmiwcHP/g5tlVaNCJcXLUPghDOcobwxNgO7bGkzm1Z1VNaGKXAuOpUZoKL98FTlat4IXAf8FfA00C6l/KxS6qszZMePgVuklI8R/G7umKHrAtBWn2LUbqbJ7EcQTOdFII3M7v46th1qos7yGbUdfA+EAcKHm1f1cdmiNJ4ngg33cPneD3/hArBd+K9d7fyiu4XGuEc6b+L5Bq0Jk3ULRolaPrbr4YeOoLHOodMqBKPnshIDz/U08Eh3K2vbR0nFXNIFg6hpETUNIobNSAHqLHNCfZwSccsjbxsnBgQYELcStNU3zWRzzklKFS/F2EghuAfKa9OUnopaBoYI1APyTgSfGMmowVVLeriscyScwRgkLI9LOoJaRk8eKO9A/YnrWmdBeRRdzvHC4mkOwg/1+IRPuZ6E78PzRxrGwvYhiID8k5vWV97RAIsaE3Q21nFoKEvWdnE9f6yN6yMm991xQ8Vt0EybivbDU41G+yzwTuD3gKeAu4DNwIw4G6WUR7BkVzE+dtNH+IeH/4n6yCAR08N2gw7log6H1a3d2I5B90AdX33qPDxP8NpVfdy6qp+I6YWS8oKE5Qe1OERQtjnvwCPdC9m8p53GuEXR9TGMIg2RAu+86BBr23PBEocPOcekJx0dq/JoGuNhzD4C2ZblnqeXTlAW+NObL8YyPL64+TnyjuD9Gw+dNMJnV3+CiztGJuRVNNVFeO3ajbMiqVLrrGproC5iMlIIZIhytoFlmuH3MT6TFBgkowa2G+z1dQ/W47gCHwfZNkoqbpOwXCwzSOTNOiaydZTH9ruYwgLfp7Nx5nJGSlF0vaN5bNfD9UzyjoFpeBP8mRfWhzmWsXjyYNPYfbCqtZ47r1kza/VtYpbJHVes5J7HdmHlbWwnCKppSUT58KslDfFghl0tJerZZi7lxFS6H55yL6SUellK+Xngu0qpUSll7YdtlJGIxvnT1/8Rj/zql0Q6Whke+RVHR/biuDYRA6Ixjw0dGf78xt08tr+FyxaliZj+WC4OQNYxxiKAugfivHi0kS1721jZ1sAP3nktn/7p9zi/Kc3K1ix11nhAgRCQiLgsShUwRDAidY/LQRgPuY4wlDeQ7Q3URy3+YctOhsKE0FOJeJY0z9a2Z2hNwGVLOlneurqiIpFziVQ8Snt9jL5MAcczGS1aOL4xVlrZ9aC5zqE+BuAjRIzhQjPbjzZhezniVpElDYEAqk8Q/GEa0BB1MFI+llGk4Ag6UnUzmjMSs0w2rVjAl3/5Mq4Prm+wo7eeVa3ZCYm7QYADJCMCnxiN8aDT/6s3XDLr9W0+dv06DCF4+JUjY4KvN63u4O5NF0woplZyNrOpRF2iGoKc852pOpujUsqvAJcD75BS/j2wv3JmVY5UPMGFy1bwncd/gOu5mGGyoyCoqbGowea65f2MFKK4vhgLIwaB8KFnJI7rG/xMraE+luSK8ywMIfjPF3/OuvZBDIPA0ZSuWfbeccsj7wiyjnVCZnepxIAAlqciPHb3rbz6yw/Qk86PveZ4Ec9s0WDPUILNe5oxhKCz+Qr+5NaLScX8WROJnCsUHJflzfUcHs4ylHcmOG7HCypepgsRugcXsHtwIbfK89l7eICjIz1hXRsxNviA8tB0QdTyiZouRdflgoWNfPS6tTNquwdkCuORRL/obuG1q/qxTHdc9NUTuL4gHjHZ0NFMKh7jb954WVVmDZNpuZXs+NLml8YUrGOWyWjBmVUlak31mOpQ4vcJ9mpuUEplgO7w2Jykb/QYjlvAJBgNjq/iB/scbYkgACNrGxNcgmn4xCwYsTtY1NRMqi6KAJ49dIwjQ3tpqnNY3FDANCYGEZSnMh0YjjGUm9gBlGYnF3W0su8zt/GDN65mMOewuz89wVmVFA3ufXoJO44l8QVsWJDhzisP8jsb0mzoSNGRaiARS2lHcxz9mQKDuSIXLWqhpS7KEwcWsqO3GceziBg+Rc/k+Z4U/2dnE90DPo909fLEvl5yYXhzzPIpuuP3Q2mfxxI+ccvlg5cf4oNXHGRRsouvbt05Y3YXHJdvP92F50M8FLtLRj36MhEGshFyTqCVV/QMck4E27WojzrctLqj6stTJS23mGXieg6D2UG2dPdgCIEhPOqsAobwMIRgc9fRIJ9Nc84y1UqdI1JKF3iPlPKvgRGl1EhlTasMvu+z68hLGMBks/ZS3otpeGOb8aV9Ftsz6B5sY196yZjI5TMH+4mZNotTBZJhMbOxnJhw2Flwg+3ooiv46pPnce2y4RNKDHT3L2HXZ94IwBFgtGDjeCeGjgLccP4ga0OBRQ+DprigoyHNocFnKDjrq97J1CITFATCipdb9y3g8QNtpGIeghh5F9YsSGEZgpePjtCbKY45l9GiyaF0jM5UYcK+GwQSMUXXIGq6LG/u58DA0xScdTPyPRweztIznBsLqxaUFMnDZcB8hJglMIQRLkNFuUUun7U9mtNRKmF+JN1NOjfCJQtyY3lNMdOh4EY4OtrEC8cWz0rxtEotnc2lvZlqMdVotL8FlgAbgS8Ad0gpL1ZKfaKSxlWCI0XFS3v3k4yIMamPcgIV5fHZzlAuynDexxAezx5Ocf/uFIboozEeYU17Aznbw/eDTG2/7Bpm+cwGQED3QIKcEzmhxIDnGaQ/P1EVIp0rcMvKPta2nSinsrYtM7ac4/k+BSdIVGyM9tE7kmFJc2rG222uU16ErLziZdEVjBajZIs2hhDsPDpEYzxCumBPWAYtqYDXRVyGcsG9szBZwDB8co6BR2mZQNAYm8HvIRy1+ATKAYYAzzNQ/Uku6UiTiAZF0dZ1NOK4Hsvb1nPJeRed/fvOEDsPbWX/wE6EEMQiUVoTA0SMAgU3StaOEzFdljT2EY2Ys1I8TVM9prqMditBNFo+zK+5BXh9xayqEK7nsK13H6OFIofTsRMqB7qhkGFfJsrOvuYwmdIjWzR45lAj9+9uC/IwfBjI2bx4eBCAuOVTdMe7poJjjKkDBHkbBgeGUixoeR0L62OBZIgXjEqb4jEG//qt1B0nBfLU3ke5tDNNPOJNCJF+/eq+oKgbpeDdwOk4rofvF0jG9FLEybh70wW8ef0SGuIRFqbiXHVeG1csaaUzFUcIMVYWujdTYLRQPCF6+aGuVp7tSZGzDZpiNnHLwxI+dZZLc50NBOrRyYg7Y9/DolSCzoYYOdsNAwSCPZyHdrey/Wgjnm/h+Q6CCKsXbOCipdfNyPvOBK7ncCTdjQiVtW3HpS7iAgZRs4hl2AQF1AVr2zKTSu9ozh2murBfirct3Q2xsmNzgkwhz90/+hcu7RwNIsJ8QdY2iJve2JJY3jbI2iaqv4Pv3f5BBrNZtnbv5/bvP0M+LIpWvqyVCaU3xpdYimFGuk+uGKjvDuYiPHvsMm6VK7h70wX82S2Xc3BolC1dx9i0cgFLmupPsDXv2PQMd2Mclz3qI1jWnCNTNDhefksgGCkaBF+NZjLKN66PjeT51lOv8JWtioLtknc9LCGIWoHKqjPJ3V3aMzOET0PMIWoFMw0jjEoLdMeipOL1pOIzUwQsZpmsbE/RPTA6NtMSBDp3j+1fSG8uSWfK5IObbiRng+0G+4q1QMHOkrMz9AwXGcoX8bzAKVvCRxjQEs+EOUIR2hvqKdhZErG5OSufrPSzXlqbyFRvyx8SqDy3SCk/BrwL+H7FrKoAH/7hN1lcPxDULRGlnAqfvGsgnODx3qE6ekZauGz5dcQsk45UAwsaWoPX4IfSM6M0xsbLLD/c1RousdRTF0kzhBWG0gYj5YPpVn54+60TpDmWNNXz9o0nOpkShzMZYqZ9gkS7IXxa6lx29tazojk3QUnAED67++vZM5CjOaHrgpwKyxB89L4n+WX3MdJ5O1Dx9iHv+RRcb8Ly2YnneqxpzWJ7wcCkIeqGM1gR7OWYFlevuHjGAjQKjovvw5KmJD3pHAXHA3w8H4YKDs8cHCZiCtb/7c9Y3lpPe328KqHEkxGLJDg87I2XfPYFJv7YXqlhCEwEPjbZwiCxSGXuWx3iXBuc9hchpZTAd4DngH3AUuCLwKbKmjZzHEmP0BLvx8OYUHXTD5ehjoxEeKm3nnRxHW/asOyEzVXL8HjD6l6uPm+QRCSofNmWdOhsKFBnCR7oajshLDnvmBzLNHPZ8k1nrAGVKZqMFE3qrHEpzUWpAnVWsDTTGC8yWrAYzMdJRFyytkVXfz1PH1rIqjZdVvd0fHHzDn6151gQDGIESzwl0VRzkoCMcurDfCjHF2MBJMmIh2WAMASXnXchG2Ywt6k/U2AgW2BpU5JFjQn2D2Y4NJzF94Ndu2DpD3ozBQquR8wyayaU2PEEL/cmaYwNBzJRvguhYHG5LrnAwPZsXM/RUZTnMKdTff4c8Efhw9uAPwH+mKDAzuMVtWwG+fWBwyQjQYXLoAY6Y8tdAtjZV88TB5ay689unuAYPN8jYe7krqsOINtGwyqchHkZ0BD1uXLJIL35VYDBi0fr+HWPTcx0aK5r4I6rppe5fX5jHffta2DDgiF8DBalCiQigaNxPIgYguY6h96Mx78+vwzbj+C4gutXtk9L3HA+UXBc7leHKbpBSQAIAjrGZq7HBWSUyoSXGA3zoUpKDlk7jo+BIXya6uq5bPlNGGLmZhTlUXSmECxtSnBoOIspRJleXyBZM5QP9hFbEjEe2X2ED1+7tqqRif2ZAj/ZkWJde5pVraM0x72xPU8I2twwgkg6AYzk+mltmDFFe02NcbphxLuA1QSVOv8S+CSwEHirUur+Cts2Y1y2dBEP7jCJhzOFwVxkbLkrUzDZun8Rn7xx3Qkd9eNdD7Ft369JxZwgd4bxAmYlqZlU3OZNFzTz2P4CQgga41EuX9rCJ1+zYdqZ2/VRC2Gu54WjLyLbR6mz3LBSJ2PvC4Lzm/MMF4I9p9esWsgPb58zk82q4Hoen3/oBZ49OEDecSfMaEqiqT4C1zfGAjJgvEw4BIEduwfquaQzTcQ0iZhByHFTPMJVKy6Z8ZF5eRSdIQS5oovn+WMBDUVnomxNumCTtYP6RrMRSnwq6mMW/dkiD3S18XB3M03xIn+yaS9WOMizDIGFQcQyMYRJQ13raa85Hb5+20vAzC6n6f2YM+d0v4wRpVQP0COlvBL4f4BPKqXmVMhTR6qBgXwri+qPUZq6B6rI0DWY4sOvXseHr11LtljgSHqIVCzOH//ku1zScZiI6dGeFJTvnpgC3LBEp0Dw2xcv52M3dsyo1tOP3n0Db/u2weauPaxqfgVvTNt3nKjpsSBpEzUb+cHt1xPV+TWn5MtbdvLI7qNjRc88P1gibYzbrG0fHZvBlCoBlaKkSmXCS9jeBSxqGmZlS4ZsMUMyVs/iphUVkwYqzY43dx0laztYZiCX47jeCXtLPuD4Pv3ZAvVVjhToSeewXR/8IEftWCZOV3/dWI6YG9ZF8HyfhamlRK2pF1HTzD1OdzeWx+T0zcW8mhJfe9sdfPiH36Q53k8y4pK1TfYPpyh6a/ivHQfpPvY45zUO0RB18Pwi6xb4Y/IkpW5+TLhGBPLzAii4MRY1tY1lS88UUcvih7dv4rZv5im63ZPmBBVdg2OZCI6b4fBwlvNb9X7NySiX6m+MRxjKFrh1VR/r2kdJRl3akzYZ+0RV7WTUZWES0gUTIQSpeIR7f+8azm9pwPUcCna24tJAx8u/3HLPg7zcO3mFDxEWtyk5nGosq7qexz88uoN/fnwXBXdiWN89Ty3lQ1ceYGVLjqjpUbANFjUu4/oL3jHrdmpml9P9Qsp7uFwlDak0yVicb7/zQzywdStOcztPHxjhZ7v2M5IfYNPyg1y0cIiYGWSFB4W0xotplSp4moY/QXqm4EWJRGTFasW87dtb2No9zMrU+GiwhMCnayBB3gm+wtGCrmB4KkpS/TErqEvzoSv3s7o1OxY5aBneWPXOksMRQMY2yToRopZJU12UtQsaWZQKBhWmYc1qqG7MChMffW9s//B4PC8sT20aM1bm4Ez58pad3PPYLvozhRMi+zwMvvrUMuKWw4KkzUghRvdnfh+rgs5aR6PVBqf7htdLKbvDvxeX/S0AXym1onKmVYbWujo2yFV86qf/iWzdx6uWDtDRYI+VAnC9cRkbz/fHap7YXpjF7QblAjJ2ivaG83n/tb9VETvT+SKP7+0lZzsnjAaLrkHXQIJ7nloKhJ1iccYK6p2TlDba03mbjYsOsKY9gxFGJBpGqJEnfBIRj6Fc0EGaBuwZbGBFayPJaPBTuXHVwqpuuh9OZzkyWiRimniOO6k/8Tyf6AzPtKdKwXF5+JUjDOWKFB3vpNF9ecdi/7CFJQT9merMwM4G8xPf0fs2Z8jpnM2aWbFiljmczrKscS+blvfTVOeMVTgUAoQJfliNSohAjDNm+ZgiKLH8cFcLv+5p5ZlP/DYdqcotW+3uG2EgVww3sCeOBo9lImMzGgEkoibrOnSBtFMRbLS3o3oeY317H3WWj4+P5wXF9GwvqBEj8IiaHsMFi97RZp4+1Mb5rQapeGQsf6Wq+MH/HG/ynGofiJkGrXXV6bz7MwWOpnOM5IvcuOLk0X0lfTQEFNw5tQWsmSanKwu9b7YMmS1cz+dfHtvJ6rYRUnFngoYZjAtolkaMw4UITlZgGh6/Ppxi854F3CIXVdTRALQmomMb2KUfa2k0WLLTNASmgBtXLpxzI8NqcNPKfhqMIwjcsRIQRiiRYnsCzxPsG4zz3eeXkLGjbOhs5eOblvIHl6+smSJfixoTtCZjDOUnXzYVwMJUHU2JWFWi0VqTMUZsmxtXjEf3lcstATzc1YYIR3gRQ9REu2oqz7zLoPo31U8hspt1bVli5kmWtQW4biBp4/s+Odvk5b4Gnuvp5LVywayEGH/p0ZcmFeIsjQxjlkFDLMLVy9p0yPMUcD2HrmPbiFseBQfwx0fWVlg11fUEO/oaSBfjNMQi3LZhKX944/qqZ+KXcD2Pr219eWwmfjylcOKlTUma6iJVE7YUrjNBLLZEKbrv0b0teL6JZQiWt9SP7YFVikqEPmvOnHnlbAqOy6i/izVNx8b0o07yuyVjW/hiLdesuoLV7W2MFIPSwrMxgyi6Hgf7nz7pyHDboQ7ue89ruHhxs57RTJFsMU2uOBJI9fsChD8uNCaCcOfuwXrS9louXiS47cKl/PFrNlTb7An8w6M7uOexXQxmiyc8ZxA4T9MQ2K7HDSurs7fUnymQdXJjKgvHk4y6tNZBwYvQFI9wx1WramJmo/dfKs+8cTa5YpErvvhTfv/CY9RFHDxfYBw39gqXwym4goi1gQ9u+h0i5uw30aHRHEsah086MnRFE9etXDjrds1pQt+St12KnsAyQn28IA2EJw608bOXO7l6ucWtspkPX1tb25UFx+UbT3bRN1pAGAIrVKgeK2sBmBDMyC5cWrW9pYgp6M8yQWWhnJxt0pFqoiNVP1YqWjM/mDfO5op/+DnHMoM0xV1AYHvBen15pU7bDWY0lrWeu2/8varZOmoXqI+6uGHYdTnJqMunb6qtjnAukIilyNlRXC8DYUh74L59RgpRejIX8M7LDvOGtYdwvd38ctdLdKSCRM2ZlJ+ZDq7n8VcPPMfu/hFc3x9znOUIwBCCy5e0VHVGdmAoi+sbE8puj9vok3Xa+dEdr2FRKjErMxq9dFY71MZidIXpHc2x61iwBFX+Iy04Bo4bKAm4PvRnG4lHL+JDm95aHUNDljckydmlQIDxpFIIQkYvXdJZNdvmKo4n2NG3kIIbCfZrfA/fE4wWLJ442MKa1kNcuDAN2JiGhe0W2T+wk52HtlbbdL68ZScP7ToSzGQmcTQw7mz2DmaqWl55VVsDjfEom/e08VxPirxthJGcBs8fSbGs9UrOb2moiaUzzewyL2Y2T+zrxfVhOB9hOG/RXOeM/WBtT2AIQdGN8YFNd9FWX/16Gg2xGL7oxBAH8cqySE0BRdGpSwhMg/5MgacPdlK0PRbUD2KKPMN5E9XXwJMHWvnMTX0saUpOOEcIwZF0N2u9a6qmRlxSPohZ5ilLH9THLAwhODKSq6qaRCoe5eplbTzadZQt+xayZZ9DIuKSKRqsbGvikzdfXBW7ytH7M9VhXjibZWEn4noGW/c1c8OKfhKRIHfG9QW2ZxGNXFATjqbE37z5HfzZT7+LyZGwVrtF0e/gb96sZT2mQ2syRksyzs7+ZaiBpcRMm5xjkbN9rljqsrRxcLyipOsRMQ0MIcjbuaoW9erPFOjLFOhJ504jCDAu0HrSqJdZ4oe3b+Jt397Ck/v7yBYFhohz05pW/uPd189KZN+n7l9DT0YratQaVXc2UkoBHAReCQ89rpT69Iy+x8ImkhGTjO3yYFcrPrC2fZRUzGWkYLKyTVZMCWC6xCNR/v633sNgNsuuY72sWdCuZzRnQbl6Mhhk7SgHh7IM5ov0xk22H8ljGqMIBI4XOJumeJTlrc0VK+o1FVqTMdK5IkO5EyPQSpQSJH1gUUO84qHEpyNqWfzkva8hnS+yu29k1qI4NZVhpvroqjsbYCXwa6XUmyr1BjHL5M9u2cBfPvAiecfjwa42HtnTQmvc565NF/GRGy+r1FufNc2JBFctX1ZtM84JSpFPW7p76O7rJZ33aaqrA+CJ/RHWL8hgGII6y8AVgr5sHttPcEuVC3oFUXTOSWc2pZDnpniEd9dIKDEES2qXLalM2QDNrDIjfXQtOJuNBLprjxCIfX5cKaVOd9L27dvP6E1uTPkcvbCdxw+nOZZ1WZAwedWiFLc0eWzbtm16lleQWrTpeOaajb7vc0H8FRatOcqejhGytsXO3gT3v9LCgYEmzm8eYUVzoD/neAa9mXoeeMnk0rqniZqVW/45VTv2Zm0GRkbxvMldTTTUdVtRb/HqxfVcl8xV7HuZC983wBdu3cW77jv/hONPvX0dMHc+Rw0xrT76eGbV2Ugp3wt8/LjDdwGfV0r9SEp5LfBd4IrTXWvDhg3EYmeWIX3lFfD4U0+zTK6vGfmRydi2bRsbN26sthmnZC7a+NLBLfgDaWJOjPxgBsd3WNU6xEgxyAdJRFyOjEYxDR/PN4haLmsW9bNMvr5isi+na8d0voj/0H4SMY+RUKLGJ4g8EwIuP6+VRMTiR+++vqJLVbXyfRcKhTMeaJaoBfuryVTabib76OOZVWejlPo68PXyY1LKBOCEz2+VUi6SUgqlVEUE0qOmUdXqhZrq4HoOR9LdCCE4Npqn6HphpJ9gbftoKCgQ7Kw7XhBwbrvQnhigqa56g5LRgkPcMknnAkdTSpP0fJ+ICBI7X7d2kd4T0cwIleyjayHP5rPAxwCklBcDByrlaDTzl4KdJW9n8XyfwVwRvyykPBVzScUn5qb4YUWjeMSl4GRn2dpxWpMxklErmM0YYkIScsQ0uG1D9dQCNPOGGemja2HP5m+B70opf4PAe767uuZozkVikQRRK8Hu3gFG8gVMwwsVGkRQhdOHWGTi7ydiGrhehEzBpPn3aCbgAAAZrUlEQVQsJsMFxz2rkuECiEeC8/xQQNTzYXGqjruvX1czQqG1wqfuXwOcGPpsfuI7Ex7rfJspMyN9dNWdjVJqEPiNatuhObcxDYtX+uqwnTQd9TaGCJxN3hFs3tOC6xsnyKtETUFfro32huQprnxyXM/ji5t38NCuI4wUbNrrY2M1cabqIPozBVJ1UQqux1CuiO35WIagqS5KcyJalTICmvnFTPXRVXc2Gs1sUHBcdvdnWN4YzF4sA6KmR8yCa84bYuu+Fp7raUC2ZUlGXTK2Sf9QK+s6r5jWbCRbtPmtb2zmmQN9uL4gYgr6MlGGw03+j98wNc2u1mSMtmSMuGWyuDGB7fpEzED1oj5mVa2MgEZzpmhno5kX9I5kaIz2MZCNkoh4QdG0UOg0FXO5tHOYX/c0cs/TS6mPuuRsk8+89lLu3nRmQo6u5/HlLTv51yd280pfGiHAEgYCg75MAYDNXUf58LVrp+TEypNRDSGIWcHMy/P9qpURqHVOFvqsl82qi17s1cwLkjEX0yjieB51EW+CoKVp+BgGrG3LAJCzoyxsqOf2K1ad8X7Il7fs5CfbD3BkJAcIPD+oT5S3XQQwlCvSlynQHzqeqXD3pgt48/ol1Mcsiq5LfczizeuX6MAAzZxCz2w084KYlSBvW5hGEdMI1JNLuGGVzmTUZXHKwDKTrF3QeMZLVAXH5aFXetg7MEo6b1NezaXg+QjbIWKZ1EfPrIqmaRh8/Ib1fPjatWcVaKDRVBPtbDTzgqGcS2+2mUUNvbiewBAlb+OTdSzAoOCaLGtpAwxuXHVmS1RFp8jfPfwMW7t7yNlwYtkwKLo+QnjcvKZjWs4iZpk6GGAKnCwaTVNdtLPRzAtakzGOZFcBBhHjIM3xIq5vkLNNhvMRTAN29CaJmhFet7ZzyktUnu+x89BWftX9PFE/zR2X+ajeZCj4OlF+2RCChniEu66VFfiEmuPRezS1hXY2mnlBsNHewU+22/x0Z5Lrlx9lSWOWuogLRBnIt1LwlvGjd286o2z8nYe2srd/B0O5LFkb4pbHJZ1pfODBrrYJr7UMQV3Eoj9TIBGNzOwH1GhqHO1sNPOG0mzlG08W+PnuDuIWLGowaEmmcH2DN69ffEaOxvUcDg93s38wy1CuOFbozkewti3DI3tacLzxAAPb9zg2muP727r51M0XzeyH02hqHB2Nppk3lDban/z4G/jYprVcvnQByXiKZCw2reiugp1lb38fg7lCkNlftmyWjLrUR10sw6MpbmMZHq4HRcfjO9v2VLV0s0ZTDfTMRjPvSEQjfO51l561jAwiRm8mcDBCMOZwfHwyRZOrlgwhWzOk4i7pvMnLffX8oruNvQOZqpZuni9oeZraQjsbzbzlbKO7hnIu+4YaWN7cj2EIPM/H830Ewb83nD9AneVhGj5tCUFnqoghfB7qbqfoThavptGcu+hlNI1mmgQRbis5NNyG51lYhk/eMXjhSAML64skoy6GEezhGAbURx2uOW+QOouKFmOb73zh1l3VNkEzCXpmo9FMk1KE23++5IC/iO7+fo6M+jTGbd6wpg+OC30GQVPc5YKFUZ0vo5l3aGej0ZwFd10rebTrKL/Y3U+2KMZya4KybMchgh2dt158nlYAmAX0Hk1toefyGs1Z8JWtiu09QxRsd0xrbTgfYThvTXA2AjAFRK16PnLd/C5PXGkCBQFNraGdjUYzTQqOy7ee3E1ftohbprXmeAZb9zUzUjTwfIEpwDAMmhMNXLXiWqKWLuGsmX/oZTSNZpocTmc5nM6Hwc7B7KXkcx7sagUBF7Rn6GyAxroU6xddwgWLr62ixRpN9dDORqOZLv7Y/yY4muCo4KGuNh7b38adrzqPO6+/koZ4XRWMnJ/o/ZraQy+jaTTTZFFjgs7GOvCDejiGGA8KMAQ0xCLURWL8au8I7/u3R/jS5hdwPZ1fo5mfaGej0UyTmGVyxxUraa2PB3kzPpiGwDKCss2j+SJXLj7MpmXb2djxHCOZ+/nnX/47nq8djmb+oZ2NRnMWfOz6ddz1asn1KxayKBUnZhkYAsDntasHuKgjjcAmY/tETJdMoZsXDvyy2mZrNLOOdjYazVlQEve87z03svmjr+NV57Uj21MkLVjTmsHxwPV8Co7LSN4mU3A5MLAb13Oqbfo5jfmJ75ygjaapLjpAQKOZASxD8O2nunjmYD+u52MZNomIg+OPZ9v4PhRdj570IAU7SyKWqqLFGs3sUhVnI6W8DXirUurt4eOrgX8EHOABpdRfVMMujWa6fHnLdp7Yu4+o6VNAMFI0GS2axCMn7s/0ZQARm30jNZqz4Gz77VlfRpNS/iPw+ePe+17g7cC1wFVSyktn2y6NZjp4vsdz+x8ll3uQ1yx/iTsu28urlvTgeoKX+5KIsoBoIcAQPnsGGxjK6Xo2lUaHP88cM9FvV2PP5jHgQ6UHUsoUEFNKdSmlfOB+4OYq2KXRnDE7D21lb99L+H6RrO0DDhd1pLl5ZT8PdbXybE+Kgi2Imx62a7Cjt4mezEpak3pmo5lTnHW/XbFlNCnle4GPH3f4DqXUD6SUN5QdSwHpsscjwIrTXX/79u3Ttm3btm3TPne20DbODJW00fNd9hWepSebI1N0xspCE5aF3rynGQBfgI+P43m4rsfqhMP255+bFRtnkrliZ4m5Zm8tUMl+u2LORin1deDrU3hpGigvWdgADJ3upA0bNhCLnfnocNu2bWzcWNtCiNrGmaHSNmYLaZ57cgujkwSWJaMur1vdxwXtGXwEBdekLgKXLh6lrSHNxo2vmxUbZ4pasbNQKEx5oFkL9tYSU2m7SvbbVQ99VkqlgaKUcqWUUgC3AjoRQVP7hGWhfXyECBI5S2Rsg/ObcmMlBwRBwbS4ZZHOHiBbLFTJ6PmDDn+uHNPpt6vubELuBL4HPAU8q5R6ssr2aDSnpVQWWojS5n/gcAQ++wbrSEbHI9F8grDnvONiiDxH0qedvGs0tc4Z9dtVCX1WSm0GNpc9fgK4uhq2aDTTpVQWOmIIUrF+LKPIaMHg5b4Um/c0s6wpPyH02feh6HhEzTo6Uk1VtFyjOXPOtt/WSZ0azTQpLwttiU6OpI/SPWiQd4Kf1ct9SS7tTJdV7/QRvk80sphEVEejaeYX2tloNGfBR66TxMRLHBrqxlhcYKRg8nJfkoe6WnmoqxWAtW0ZklGXTNFE9Sf50qteV2WrNZrZRzsbjeYs2NnzGJY4CNjYniAe8bi0M4gIfbCrjQe72vjlviYWJG36MhF8ovx0xyHWdjRX13CNZpbRzkajmSau5/BE9/P0jhbwPB8R1uz0y/Jsbjh/kLVtGeqjLlnH4mimia17jnK3cwExy6z2Rzgn+cKtu3jXfedX2wzNcdRKNJpGM+dI50dI50cpi3geIxl1ef3qPi7tTAdBAsKkMQ4XLkzTmeyiP6NDnzXzCz2z0WimSaZgkimaRC0PIQS+H8xuALJFwfLmHCCoj0UwhRhzSuc1jtBUp2c1lUTrotUeemaj0UyT9oYkw8U2BD5Ry0AIAfgIPPan4zTGXAwBOdslYzsUHBffh/akD76e2VSK37n8U9U2QTMJ2tloNNMkZpksbbmC/cNtGCJKXURg+yZZ22R5Y562ZJHOhgKNsQK+72G7PpYpWN7aRiySqLb5Gs2sop2NRnMW3L1pPasXXsOzRy9l6/4N9GWaaKyDuqgga1sYwicZdUjFbDzfJ2c7tNUvxzT0CrZmfqHveI3mLCiVhf7gNavY23+UHz/7CmAy6joM5Cx8fBIRj2TE5Uganu1J4JgNXLqs2pafu6z86x/Tk7EBvXdTS2hno9GcBZ7vsfPQVg4Pd9Pdd5Sm+DDZoonvW4BgMBdhKAcR0+N7L3bSn42xd2g/f3bzJTr0WTOv0MtoGs1ZsPPQVvYP7GRP/yD9WRcfQTLm0Fw3XnfAB9J5i+F8BAEcHS1wOJ2tms0aTTXQzkajmSau53B4uJsDQ1kODGUYLbhkigb4goTljpWEFvi83JfE9QwMETwuqxat0cwL9DKaRjNNCnaWvf199GVsXM/H92EwFwEgGXGJmD7p/LhWmiEgYgg6GxMsatTRaJr5hXY2Gs10CYunibE5TPD/wVyEnpEo33+hk0zRJG75mIaPZRh0NNRxxxUr9X6NZt6hnY1GM01KxdOWNfUjgFLlGoGP6m3gss6RQBctFig+295CVi68mLs3raum2RpNVdDORqOZJqXiaaYhSEZ6iZk2o2GJAYHPpZ0j+AhczyBu+cjmNNesGsQ09FapZv6hnY1GM01ilsmmlR3c+6thBnMxGqJ5jmUiOJ7Bh644MFY0DXwQgoFckSe6n2f9omt0Uqdm3qHveI3mbPBdrlzcQ0f9EHWWw2jRZO9QnPqog+MHMxghBIYQCCFI50dJ50doTuh6Npr5hZ7PazTTpOC4HBp8hg0daeoiPr4wSEY9Llw4Ql3EBUAAQkDEDPSgM7ZJpqCDAyrJF27dVW0TNJOgZzYazTTpHcnQGO3D98HHpylWJBHxMIQHwidi+gzmIkQMM4w+8xkutNHekKy26ec8Wqam9tDORqOZJsmYSzLqYnuCpniRZNQliEUzEPiYBqTiHoYQFF2TntEmVi+8Qoc9a+Yl2tloNNMkFW8gFa+nPztKMuJNeM7HYLRYh+OZPHN4DfFoik0rOrl70wVVslajqS5VcTZSytuAtyql3l72+H8BB8KXfFYp9Wg1bNNopoppWFy94mKe7H4S3wfXG68P7foRFqUSdKSi3HHNq1nc1KZnNLOELp5WGc623551ZyOl/EfgVuC5ssMbgU8qpf5jtu3RaM6GDYuvRfgu2w9txfEcTGFgmnEaYk0YhiBiRlnW0oppaEejmbvMRL9djZnNY8BPgA+WHdsIXCql/BjwFPAppZQz2ckaTS1hCIMLl96ILwT7+17CNKywPDT4vk9HaoXOqdGcC5x1v12xX4GU8r3Ax487fIdS6gdSyhuOO/4gwQfZA9wL3An806muv3379mnbtm3btmmfO1toG2eG2bLR9+uxnBYy3jEcv4gloiSNBeSKCbYdPbUNc6EdYe7YeTZ9w3ynkv12xZyNUurrwNen+PJvKKWGAKSU/wf47dOdsGHDBmKx2BnbtW3bNjZu3HjG580m2saZYfZtvBzXcyjYWWKRxJRmNHOhHaF27CwUCqd1JtPtG851ptJ2ley3q57UKaUUwAtSyiXhoZuAuTGE0miOwzQsErGUXjrTnNNMp9+uurNRSvnA+4D7pJSPAgngf1fXKo1Go9GcjOn021UZfimlNgObyx4/ADxQDVs0Go1Gc3rOtt+u+sxGo9FoNOc+2tloNBqNpuJoZ6PRaDSaiqOdjUaj0WgqzlyMzzQBisXitC9QKBRmzJhKoW2cGbSNM0ct2Fn2u59M/+es+4ZzmdO0XcURvu9X432nzbZt264FflltOzQaTVW5buPGjVvLD+i+Ycqc0HazwVyc2TwNXAf0AG6VbdFoNLOLCXQS9APHo/uGU3Oqtqs4c25mo9FoNJq5hw4Q0Gg0Gk3F0c5Go9FoNBVHOxuNRqPRVBztbDQajUZTcbSz0Wg0Gk3FmYuhz2eElPIq4AtKqRuklKuAbwE+sB24SynlVdM+OMHGS4GfAa+ET9+jlPpB9awDKWUE+AawHIgB/zewgxpqy5PYeIAaaksppUkgwy4J2u1OIE8NtSOc1M4INdSWxyOlNICvARcDBeB9Sqnd1bVq+kgpfw2kw4d7gH8G/hFwgAeUUn9RLdumyzntbKSUnwTeCWTCQ18E/odSarOU8l7gN4EfV8s+mNTGjcAXlVJ/Xz2rTuAdQL9S6p1SyhbgufC/WmrLyWz8S2qrLd8EoJR6dVhi968BQW21I0xu50+prbY8nrcAcaXUq6SUVwN/T9CWcw4pZRwQSqkbyo49R1AJsxv4/6SUlyqlnq2SidPiXF9G6wJ+q+zxRuDR8O+fAzfPukUnMpmNvyGl3CKl/LqUsqFKdpXzI+Az4d+CYHRVa215Mhtrpi2VUj8BPhA+XAYMUXvteCo7a6YtJ+Fa4L8BlFJPAJdX15yz4mIgIaV8QEr5CynlJiCmlOoKi5bdTw3cJ2fKOe1slFL/Adhlh0T4ZQGMAI2zb9VEJrHxKeCPlVKbCEYxn62KYWUopUaVUiNhB/PvwP+gxtryJDbWYls6UspvA18BvkeNtWOJSeysubY8jhQwXPbYlVLO1ZWbLPC/gFsJljC/GR4rUTP3yZlwTjubSShfC28gGLHVGj9WSpVqef8YuLSaxpSQUi4FHgG+o5T6PjXYlpPYWJNtqZS6HVhDsC9SV/ZUTbRjiePsfKAW27KMNEH7lTCUUk61jDlLdgHfVUr5SqldBE60pez5mrpPpsp8czbPhmvQAK+nNkX77pdSXhn+fROw7VQvng2klAsJyr9+Sin1jfBwTbXlSWysqbaUUr5TSvnp8GGWwGE/U0vtCCe1875aastJ+BXwBoBwz+bF6ppzVryHYM8JKeUiIAFkpJQrpZSCYMZT9fvkTJmr08zp8gngf0spo8BOguWWWuNDwFeklDZwhPG182ryp0Az8BkpZWlf5P8CvlxDbTmZjX8IfKmG2vI+4JtSyi0E0V0fI2i7WrsnJ7PzALV3X5bzY+AWKeVjBHt2d1TZnrPh68C3pJRbCaIB30Pg8L9HIKb5gFLqySraNy20EKdGo9FoKs58W0bTaDQaTRXQzkaj0Wg0FUc7G41Go9FUHO1sNBqNRlNxtLPRaDQaTcWZb6HPmikipVxOkFy2gyD8MgocBu5QSh2c5jXfDdyglHq3lPK/CMQSD5/ktX8BPKSUmnI+gZTSV0qJsscp4BCwVil1qOz49cCXlFKXTfVamnOH4+5tCBJrXwA+AiwF7lRKve8k555PoGX33kmeuxNAKXXvmd4/Uso3AauVUl8sv87UP1Xto52N5lQcVkpdUnogpfw8gXzJbWd7YaXUG07zkusJ1ADO5j3SUsofA79HmCQX8i4ChWjN/GXs3g4TJf8G+Hel1HXApI4mZBmwcrInztI5bJyh69Qs2tlozoQtwJsBpJR7gSeBS4DrgNcRJP8ZBNnldyml8lLKdxLolKWBfcBo2fk3ECQIfpVASNEG/oqgRMDlwL9KKW8DcsA9QCtBRvtHlVLPhiPU7wL1wBMnsfkbBI6mlJEdB94I/FH4+K8JMuJbgD7gt5RSR0onSyk/B6CU+txxdh8A/mf4twl8Syn1pSm0oabGUEr5UsrPAkellHcT3AM3SCn/ELidIKHyKaXUB4EvAyuklF8lEH/9O4LvfztBKYDye+VfgCsJ7qv3KKX2Syk3A58LVb6XA5sJlA/uDM/ZR+DQUEp9Tkr5RoJyGQaBJt0HlVJHw/vwOwRqAkngXWVyQjWJ3rPRTImwXszvEsiClPi5UkoC7cD7gWvC0eIx4I9CqY2/AzYBr2KidlWJjxI4iwsIlGz/HPg34BmCZbYXgW8DnwyXvT4QPg/wTwSd/CXH2VXOo0CTlFKGj98C/EIpNRjWN1ob2r0G2A38wRSb5P0AoU1XAr8ppbxuiudqagylVJGgVs8RgFDE89MEg56NgCelXAzcDTyjlLorPHUN8JpQR+54Hg3vzfsIatGc7L13APcC9yqlvlk6LqVcQFDH5i1KqYsI7vF/Kju1Xyl1ZXjun575p55dtLPRnIpFUsrnwloaLxDIgPxJ2fMlyYwbgdXAE+Frf5OwEwceU0odDUURvzvJe1wPfE8p5Smljiil1oc/fACklPXAFQTyKc8B3wfqpZStBLOKUgGv7zFRPRsIRq0ExcneHh56J4EcCGFxrU8A75NS/j2BQ6yfYtvcDLw5tOlJYAlw4RTP1dQmPsEsmvB+fQx4mkDh+qvl+35lKKXU8CTHc0qp74V/f5fgXj1TriSYUe0NH/8LwSy8xH+H/25nolBnTaKX0TSnYsKezSTkwn9N4IdKqbthzEFYBD+M8gHNZCq8ExxEONvYX3bIBPLH7R0tAQYIOofS9X0mKlGX823gASnl1wiqTz4cXmcj8P8SFNX7d8AlcKjllL8HBFphJbs+qZS6L7xWG+MF8DRzjFCbTgILyg6/BbiaQCD1v6WUk816c5Mcg+BeKiEYv899xu+xCKfm+MmAYGKfnZ/kmjWLntloZoLNwG1SygXhZus9BPs3W4GrpZSLw7K9vzvJuVuAt0kpRbhs8CjBno0DWOGo8RUp5TsApJS3hOcAPERQoROCAnSxyYxTSu0ncGB/SVB+oCQIeD2wOdyQ3QG8lsCJlNMHrAvf+0qgMzz+C+D9UspI6Fy3Aledupk0tUh4b/4Fwb5fV3isnUAY9UWl1J8TKIpfRHhfTuGy9VLKN4d/v4fgXoXgflof/v2WstdPdt0nCX4/y8PHH+Asg2aqiXY2mrNGKfU8wY/1F8BLBPfV3yqljhLsyTxEUHwrPcnpXyOYETwfvu6jSqkRgiWCe6WU1xDso7xPSvkC8Hngd0OH8RHgt8PjbyAoKnUyvgm8l2BJrcQPgIvD839BsFR4/nHn/RvQKqXcEX6WUineewnW+J8l2F/6plJq8yneX1NblC8RPw8sZnypFaVUL8F+ydNSym0EiuLfInBATVLK75zm+kPAW6SUzwO3AB8Pj/8d8GEp5a+ZWMtoC/AHUsqPltlwlMDB/FhK+RLBUtyd0/u41UerPms0Go2m4uiZjUaj0WgqjnY2Go1Go6k42tloNBqNpuJoZ6PRaDSaiqOdjUaj0WgqjnY2Go1Go6k42tloNBqNpuL8/68fxPvIYkqcAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "oz = ResidualsPlot(unfitted_linear_model)\n",
    "oz.fit(X_train, y_train)\n",
    "oz.score(X_test, y_test)\n",
    "oz.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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rjAQZIXfkjMViKWUydd68eTs67+ttbZAc5FDXrjNHsj4filzIRnvFMIy7TdN8FzgXOOLbJ01V+6yJCYW0nF/IJRKJJEfI2PqcC8rmX4CfGoaRAPYDmfUHSSQSiWSwZGx9HhZlY5rmDuCU5P8/AE4fDjkkEolE0pVsrc+50exLIpFIJKMaqWwkEolEknWkspFIJBJJ1pHKRiKRSCRZRyobiUQikWQdqWwkEolEknVyoc5GcgTIMdCSXKM9GmdrYwfTywMU+Y+sC4Rk9DAqlY1wBB3Rpl73RaIRLPXwe6cF/GWoyvAZgn2Ngh6qMdAA27ZtS8/OEUKwd+/e9Cjo3/zmNyxevBhFUZg5cyYPPfRQumXIAw88wPLlyykrK+Oll14a/EWQ5DRxy+Kap2tYtauRcNwm36tx8jHlPHfTArz6qFxqJIfBqPwGdESbeGF1ZicWXDnvHorzxh7ymCMZCw1u76IXX3yRSy65pMe+/kZBZ3sMNMC0adPSo6Db29u5+OKLOf/886mvr+e3v/0tf/vb3/D7/XzlK1/h5ZdfTs/hueqqq7jhhhu4//77ByWfZGRwzdM1rKitR1UUdFUhbglW1NZzzdM1/N+t5wyZHNXfe4E937luyF5PMjBGpbIZLo5kLDRAQ0MDixcv7lXZ9DUKejjGQAO8++676VHQ9fX12LZNNBpF13Wi0SgVFRXpY+fPn8+ePXsGJZtkZNAejbNqVyNqt/EYqqKwalcj7dG4dKkd5UhlMwQkEgm+9a1vsXPnToQQfPWrX6WiooIHHngAXdcRQvDII4/w85//nK1bt/LLX/6yy6hn6HsU9KHGQMPABqYd7hhogFdeeSU9CrqyspJbbrmFs88+G5/Px+mnny5jR0cZWxs7CMdtdLXnLKZI3GZrYwcnTSwbBskkuYJUNkPA4sWLKS0t5fvf/z4tLS3ccMMNLFq0iOOPP557772X999/n46ODu644w42b97cI15yqFHQhxoDDdkbBV1TU5N2i7W1tbF06VKWLl1KIBDgK1/5Cn/5y1/41Kc+lfHXluQm08sD5Hs14pbAq1mU58dpDHuJ2zp5Xo3p5YHhFlEyzEhlMwRs3ryZ1atXp60Fy7I499xz+dOf/sRtt91GIBDoYcl0f342R0EfzhhocJMJZs2alR4F/dZbbzFx4kTGjBkDwAUXXMCHH34olc1RRJHfy8nHjGFa8SqmlITxaoK4rbKjNZ9tbScPqQut9ptXDtlrSQaOVDZDwLRp0xg3bhx33HEH0WiUJ554gg8++IB58+Zx11138dJLL/Hkk09y9913I4To8fxsj4I+nDHQ4I6CvvDCC9OPq6qq+Oijj4hEIvj9ft5++23mzp3b7+tKBkbMsmkKxSgr8OHTBzYtdji48+Td7GgKYwsQKHg0mDU2zEWzdg+3aJIcQBZ1DgHXXXcd27Zt44YbbuC6665jwoQJzJ07l8cff5wbb7yRZ599lhtuuIGysjISiQT/9V//1eX5pmly7LHHph+fc845rFixImPy6brOgw8+yG233cYll1zCxRdfzIwZM9L7b7/9durr6wF30ulbb73FOecczC762Mc+xoUXXsiVV17JJz/5SYQQXHvtten9//qv/8p1113H9u3bWbBgAYsXL86Y7KMZWwh+snw91zy9Iv3nJ8vXY/dyQzLcxK0ozcE9FHo9FPk9FPqS/3o9NAf3ELeiwy2iZJgZlrHQR8JAxkIfss4mHCEvP++wX3co62zkWGg5FhrgJ8vX8+L6PV0yvITjcPmciXxt4eAyDwdLf9eyqWMvf1/7i15/I8IRXHzcFykLTDhiOQYyFnpT9GWuP/3BI36t0cZAx0Jni1HpRlMVtc+aGF2EKMjL7YVcMvwMt+sqZtksT9asdEZVFJbX1nPnGbNyyqUWyCtDVz0Ix+6xT1c9BPJkJtrRzqhUNhLJYLGF4PGajSyvrU8rm4XVlXx5wbFo6tB5nZtCMZpCsV4VSnPY3VdVnD9k8vSHV/czNjCJurbtPSyxyqJJeHX/MEonyQVkzEaScwyna/fxmo28uH4PwZiFT9cIxixeXL+Hx2s2DqkcZQU+ygp8ve4bk9/3vuHkrGNvYHzxVFRFQzgCVdEYXzyVs469YbhFk+QAo8KyUVWVeDx+xD5+SW5g2/awfJa55Lry6RoLqyt5cb3beSFhO3g0V66F1ZU55UJLoas65865mbgVpSPSRCCvbFgsms98XLZFykVGhbLRdZ1IJEI4HEbTNBSlZxVzikQikQ5A5ypHq4yO42DbNrZtow9D48Zcc1196QyDFbX1vLOzId3Y8pTJY/nSGcaQyTAYvLo/I8kAg0X2RstNRo0bLRAI4PV6D6loAGpra4dIosFztMqoKAper5dAYHiqzXPNdfXTNzaxbn8rtuNeG9uBdftb+ekbm4ZUDokkE4wKyybFQO+GR4K7Tco49HR2XXUPcg+16ypm2Tz1Xi3NoRhKsouyEA7NoRhPvVfLXWcem5OuNImkL0aNZSORZIIvLziWy+dMxKupNIdjeDWVy+dM5MsLju3/yRlkX1uYurZID0tdURT2t0fY13b4M5kkkuFkWCwbwzBOBh42TXOhYRjTgd8ADrAO+JJpmrlXIi05KrCFO4Plw73NhBMWde0RfLrKl84whjT1GSX1l4MDOA4oSnIz6f9I+kC75xnsRz433GKMSLK1Pg+5ZWMYxn3Ak0AqTeVR4N9N0zwT9yckuzdKho3UALC4ZaMpCnHLTg8AG0qqivIZX+QnatmE4lb6T9SyGRfwU1WUOzU2ktFDNtfn4bBsaoGrgGeSj+cBqUZffwcuAF7o7yTJtguDYvXq1YN+7lAhZcwMhyNjMG6xcmsdEUsghHsrpwCqCiu31rHi7VUUejP/k+lLxjLdZqstXMsG9y/bdijTbdZ99M+My9EfI+Hz7sxIkzdHyMj63BtDrmxM0/yzYRhTOm1STNNMVfF1AMUDOU/n3miHw0jvl5UrjEYZP9jTRNDagnBAUZW0p0o4DiHLITBpesYHgPUlY8yyKf6wlWOiCi3ROAlL4NFVSv1eiouLmPuxE4Y0QSBXPu9O/b36JRfkzSUGcu0ytT73Ri5ko3X2/wWA1uESRHJ0M6kkPxkX6RmUR3H3DxVNoRjN4TiTSguY4OSTsAUeTUVVFFoi8cOq+bGFRSwRxufJR1Nz4SeffWS8JmNkbH3OhW/eh4ZhLDRNczlwMbBsmOWRHKUkbIcCj4f2WILOSWCOAwU+Dwl76NropGp+gjELVVG6WDEDrfmJJBJ8uLOG9sguIvEgBb4AE0qmceyEM4asg7lkxJOx9TkXlM09wK8Mw/ACG4E/DbM8kqOUsgIfp04pZ9WuRtpjCYRw4zXFfg8nH1M+pEWdR1Lzk2omurPxHYp9+xAOeFTwe0LsbG7GBo6fuGAI3oVkFJCx9XlYlI1pmjuAU5L/3wycNRxySCSd8eka58wYRzBuIRyIJCzyPDqqAufMGDfkRZSp2p7ltfU0h2OMyT/YgfpQPLZiA79+ZwOfNPZQ6I3j1wSaCsJR6YhpvL3tn8ypOm1Uu9S0e9z4tnSnHT7ZWp9H77dNIhkEnRd44QhK8jwDWuCzgaaqfG3hHO48Y9aAZ+sEYxE21S3jphMOUF7gugMdAZYDjhD4dYdIrJH2aAel+aVD9E6Glocv3EzCCXPrC0M7YE5yaKSykUg6MZgFPtv4dK3fZADhCDbuXcma3e8wv6oZVQU16X1TVNCTudO2o6AqNo1Bi1JZqiMZQmSUcBTQEIzwyqa9NAQjwy3KqCG1wA+3ohkoa3fX8LcNb9IUbkXtpcGAooA7ocAhIVRskRgGKSVHM9KyGcFE4nE+8djf2drYkZ53Mr08wLtfvZi8UdYkU9I3trB4ef37RBJxCgNOOpMuVZSa+hcFIgmdlkgBx4wZvWOa739lJnUhV5mmYjd9IWM6Q4e0bEYw83/ydzbUt5Ow3f5ZCdthQ30783/y9+EWTTKENAZbiSTCWDZYtkJ60GnyX8cB24FIXKEj5mVcyTTyvbk36VMyupHKZoTSEIywuaE9/biz22RzQ7t0qR1F1DbF6YiqOCiELQ2RUjK4isYBhICI5aWiyOCLZ1w1nOJKjlKkshmhvLOjwR2q1W27gnsX+86OhuEQSzLEBKNRLn9yBZsaC1BwaInotER1EsJVNHEB9R0eXtlaxvUnf5U7z7oGjya955KhR37rRiiTxxQc0f6jkZhl50yGWaaY+dCLtEQtXqt1YzCzykO0K7C/3cfONj8rd5UQTfg4e8ZEJpSOzlTnQyFjMrmDVDYjFKOihEKPRjBhd7FuHKDQo2FUlAyXaDlHqqJ+eW19WtmkameGdEZNhtnTGuRAMJZMAlB4tbacZdvHUOi1CcY1LKGS71E5d8Z4nrtJdgyQDC9S2YxQfLrGNy44ju++soaIdbBXXp6u8o0Ljhs1d+6Z4PGajem2Lz5dIxizeHH9HgC+tnDkFv7V1B44mGmWxBIqrVFXgV5gjOMPN5xJab6/1+dLJEOJVDZDSEMwwgd7mjlp4hjGFuYd8fm+vnAOXlXlHxv3sbc9zISifC46tmpYqt1zlZhls7y2vkt/MQBVUVheW8+dZ8wasYp5QXVFWtGk/u3cKvRX15wqFY0kZ5DKZgjIVj1MLla75xpNoRhNoViv16U5HDusVv25xsSSQioKfdQnXWlwsK6mstDHxJLCYZQuN5DjoXOHkeuwHkHMf6yPepjHMlMPM9Kq3YeSVKv+3hhoq/5cZvMDl1NZ6L6HlFVTWehj8wOXD59QEkkvSMsmyzQEI2w+0Ec9zAG3HiYTLjVJ7xxJq/6RQKHfz77/vIY9rUFqag+woLpCWjSSnERaNlnmnZ391MPslPUw2ebLC47l8jkTyfNoBGMJ8jwal8+ZOKpiWxNLClk0b5pUNJKcRVo2WWZyST/1MP3sl2QOVRHk6VFURfaNG83UfvNKfL6R7R4djUhlc4SE4zH2t7cyrqik135TRmUJBR6NUC/1MAUeDaNS1sNkm8dr1rOl/h3mj2/FpyWI2R621O/g8RrB1xYeN9ziSSRHBVLZDJKEbfGrlc/TGt6JRhQbPyX5k7n9jKu6tAPx6RrfPH8u31mylminehi/rvLN8+eO+JhBrhOzbHY3v8cxxY2AgkDFo9kcU9zI7ub3iFmz5WcgkQwBUtkMkl+s/DPx+DqKfQJVcRBOlGi8nV+sdLjrrGu7HPv1s+fi1bRkPUyICUUFsh5miGjoCFHsdRWN25jSQVEUFBSKfY00dISYWFo03GJKJKMeqWwGQTgeIxLZSIHPAtxuu4oCft0iFNlIOB7r4lKT9TDDR4HPpsBrE4oLEsLBcdxBYh5VocDrUOCzh1tESYap/t4L1IUSsr4mx5DZaINgR1M9+d44PS+fSr43zo6m+l6fJ+thhp4if4CE7SVuC0hlBToQtwUJ20uRPzDcIh6VxCybfW1hYlbmlf3DF27O+DklR460bAZL96ZUOcxo7HY8UCyh0BAupdgXwRIgHFCTlk1DuBRLKGiDvOU6mq/rYAnHE/zw9fW8t7uRho4YFQE/584YN+Kbokr6RyqbXtjf3sEHu/dx0qQqxhX1vPOdUlZJ2PJS4I1DtxyzcMLLlLLKIZP1UKS6HS8x66hrjzC+KI8LjPFH1Q+7KRTjvb3j+FilTUVhK141Tlx4ORAsYc2BcYNqV5NaMN/f3URrJJ7zXaRzQSmmvou/emcL25qCAKiqQkGLjnmgDQHck+GmqP2NhE7LJt1tQ0LOKBvDMD4AUqX2203T/PxQyxCKRbnzuacY42+iwGPz6gaN5mgZP7vm8xT4DjY0zPf6yPPPJhpbh0+3kwkCCjFLJ88/OyMjdzOxQDy6YgM/XLqO9mgC24GN9a28v7sRy3G49+y5RyzjSKCswMeYAj8bmyZjNk9Kpz4LR6U0Xz+sdjWpBfPX725lT0sYr65SkufFq2s52UU6l5TiYzXreObd9WxvipMQqnuLJhwULGzh8JtVW7krQ01R739lJpA44vMcjWRzHc4JZWMYhh9QTNNcOJxy3PncU1QVHgBUbEfFrztUFR7gzuee4unP/UuXY794xlX8aiVu6rMSw3Z86dTnI8EWgt9vbGLzB8s50BGhIruGXyEAACAASURBVJA3KDdDezTOj5aupT0Wp9B3cL5JcyTBo6+v58tnHntUuH46t6sBlYjlKpeBtquxhUV7tINQTOOPH2xj6ZadNAbDaKqCLRwaQzEAJpUU5EwXaVsIHl22nl+/u5W69gheXSPg86Br6pAqxZhl0xiMUNf6Hs1tq/jkrDgLp6iYjQW8VluGQCFuC3y6Rl1HlH3tYaaOkTG04SLb63BOKBvgY0C+YRhLcGX6hmma7wylAPvbOxjjb6K3oP8YfxP72zu6uNQ8ms6dZ13Tb1Hn4fLYig0s3txERCjELMG25iCbDrQhHId7BmCNpF1nm2q5eMYOKvKiBPKgNaKxsTHAq7VlNITjbG/uYNZRMmAtlWK+vLae5nCMMfkH7/D7QjiCdXtX8s62j2iPBlFJYNs2p0/SmDtWp7apkDd2jgUUWiNxJhTn50QXaVsIPv3UclZuP0B7NIEDhOI2reE4BzoiVBXns2xrdpVi6ju4dMt+xuVvZnJJI0I42IDfIzhhfDsO8FptOcJxFb+aalctGU6yug4rjjP8n7BhGMcBpwBPAjOAvwOGaZpW92NXr149BdieaRne2ddAnb0K2+kZ9VcVhyrtZE6pGpvpl+1C3BZc//JWdgctRKftKjCpUOf3l07H2080+/cbD1BV/g4l+TG05FtxANuGqK3wd7OcV2or+MW5x3Bi5dHVRytuC9piNsU+rd/r2JDYzNaOHbTGBIW+OH7dQjiCYFynNepBBdbWF7F8+1gcYFqxj2Kvxg/OnNjvubOBcGxs4vxufRvPbGhBAHFhd5naCe53qSJP49cXTmNsvicrsvxuQyN/3tLECRP2c+60Jjyag+0ohBMqLRH3NaMJlSfem4QlVPI0qCzw8LuLqw/n2k2dN2/ejs4bUmvDpujLJJzwgE5y6wsDt/DeXTR7wMfmOD2uHRzeOjwYcsWy2QxsNU3TATYbhtEEjAd29/WEuXPnDqr/0erVq5k3b16P7RNmdPDwK+/j13sq33BC5dPnnN5rskAm2d7UwZ7QJgRd0w4EsDdkMa56FlPL+pYhZtkc0/w9inwxOs8KUwBdgwLV4YIZjby+vZwzP34CRkXxoGXt6zrmEoOV0RYWSzesJdKuousKfo+NWwaqUuARtEXBURRmlId5YxeoikZxoJAr5k7i1E8cnnvqSK+jcAQb965kd/MWtjc3kh+wOH1KHo6jYJSH0spmUyfXVVNMcNr8kyjyD7xH3EDljFk2r732EsdXHeD4ce14NIGDgqo4BLxumnNLxEOB11WErVEVB5UvnDGbUz9xfP/nj8VYt27dgOXOJLn+fe+PAVy7w16HD4dcUTa3AMcBdxqGUQUUAXWZfIFUhpkeifS6f1xRgOZoWTpmcxBBc7Qi64oGIBhzA/ndUQDLcff3hS0ED722ign+vu/oFAUCPofpYxymjDm6rJrDIZYIE4p1kLAFuuqg4uAk1b+iCBRFYAkVn5ZAIUZ71ENzOMYdp80YclnX7FrO6p0ridkxFEcwqUhhUnGQcEKlI+bBFgp+j+DE8W7M99XacmzhsK89fFjKZqDsaw9THwxx7rQgQijYQiEVanSAfI+gNQKhuEYwriW3O7y1ozHjskgOm6yuw7mSp/lroMQwjJXA/wK3ZMp0C8Wi3PTMEzz8yn/x1pZn+Vvdcm565glCsWiPY392zefZF6wgaimoiiBqKewLVvCza4YmMS4Ut3od75sq6QnF+74k3/77+zjxJegaKIeo/1EVuPXkqmEPYucyPk8+Bb4AHk1FOCqik51pJxdQOLhg6qrCntYwn31m5ZDIF7Ns9rYGeX/Ha6ze9RoQxqvZaCqoqiBfdyjPt6kKxKgKxCjNc2M3s8pDeFWBokBrOJ4d4RzI0y0KvTYChbClQVJVKwpoioOmCjY1FqRdez5N5d1djbRHsySTZKBkbR2GHLFsTNOMA4uyce7uGWZ5uiCvjwyzAp+fpz/3L/3W2WQDWwiWbdlPnm5RXpDgQMhD1NLdHymQ79WYPa5nQD8YjTL9+y9yzZzNzBrbU4H2xqmT5Y/6UGiqzoSSaexsbqYxFCdm6fj0BI4jCFu6254IJ71g2jj4PQqrkgtmNiwGOBh4X167nxMqVlMVaMOjifQsaE11A+2qmrxBUVyrotDrrhftitu+J257ev0uZYKq4nwCvkKCMQ2/R9AS0cjz2ORpAlUFISAY01haOyY9wloAkbjN1sYOTppYlhW5MsFA63a6M1LqeLK5DsMAlY1hGNW4gaM/AL8ATgS+Zprm0NzKDZLDzTBLMa4owCVzjCGRMcWPX/8nrcF/8P/OC+HVBHFbpbY5j1+8OwlN0zi7urLXRWzmQy/SEQtRPSaCg4oQgkNlSNsCPtq7jflTLTQ1J+41cpKZ409j6ZY6GsNb8WsK+R4NUAknNKIJNR0DAXfBjCQshNCyumA+XrORF9fvYe7YXYwPtKW3p6wG4RxUNF1RyNdt9se9xC2ds6f3/l3KBD5dA8W9PieOb6ckz0ZTHOJCQRXQHtfI8wjOrW7mtdpywP11+r0a08tl2vNoZqCrzVPAT4FPATOBfwV+jKuAcpYPdu+jwGNjOz1X33yPzQe79w25UumOLQSPLt/Agda/MX1MEAcFgYKuOcwaG+KOT+xmW/upLL75rB7P3dMa5EAwxqTiBF5NIFCI2uCHHgrHcdzFqDmiExfttEc7KM0vHZo3OQJ5/A2Tb/3DIiEmpoPsQJfsLl0VFHot97Gt4tGcrC2YMcumZlsdAW+U8YEmVEh2sT7oNlWUtJEDjrsvhaY67GrL45wZE3nupgVZkRHc+q6GYIxNB8pQFYcLpzehoGA7CsFO2WizykMs2z4Gx1FBUTj5mPKsKUBJbjBQZeM3TXOxYRhPAr83TfMNwzCykzeZQU6aVMWrG7Q+Msw0TppUNQxSdeUny9eyavvrXFgddO9KHQfbcdy4gKJQXRbhroXH49V7flQ1tQdwgAMhD3FbRdccQCVqg2ILfLq7+MQsN9YQtnRaIjoxW6E5DKXDVw6S08Qsm1+/s5WoJXBQaY0e1NytURUFh/OrG5nVKdvLbCxgzf7sxMKEI1i9YzknVHxAgSdOwBdBURwcx40fKarbYVTBVTCWgJjtyqEpbtpxMObhv6+5jXHF2a2t2trYQShh4aCwak8J86racXDl7PwrLPDaBLw2murj1CkVWVWAKQ4nzVmSeQaqbGzDMD4NXAb8h2EYVwA535s9FzLM+iLV9fb97a/z8aqmtCWiKKAnWxPbjoJHE0SsFqBnjc+C6oqkMtGpbc5j1thQOmvKQcUWgpgN9UF/MqjtLpSbGvJJ2COki+gwsK89zL62cJ81hudVN3HieHcRtRw322vehCDHlLZmpahz496VtIS2kO91sISWHGkhUHGIJz9HVXGlDcZVYrZKS8SLgmvRFPm9XDL31KwrGoDp5QEKPDqRRJxgXKMjpuP3HKwaU4ACn47jeHjxtouYO35kWTQjJf6Siww0G+0LwKXAl0zTrAOuA27LmlQZpHuGWcRShzTDrDu2EPxk+Xqu+OUSnl31Iy6YUU9loeUGdjut/1pS4QihMbVsQq/nmlhSSEWhDwd44t1JbGoowLIVVBwsW2F9fSF/N8cSjOmoCkQshQ/3B6jZORafR2aj9YnTd0afrgpmlR9U6gqgKQr5Xp3JJUFK8jJ7XW1hsb99G5qqUuL34qAQs3UStoJwXFktoRC1FDY25PPAkhks21ZGNKGia1BVXMKlc07nuEnZtxwAivxeTp0yFk0BS7ixm842jaapaKpCWeFkTptaNaIUjeTIOKRlYxjGMcn/tgHf7rTtvuyKlTm6Z5jpLQ1ccMYZwybPj5et4ztL1vJvZ26iojDRY1FTk4Fe1//uoOmVBPwFfZ5v8wOXM/OhFzkQjPHf706m0BvnmOIYu9p8BOPuD3npdtEp7qAxozxAVZH0ofVFeuZQrGfWZ2GyGNFyUhak+3nFLUFVsQNODDjytkUpYokw0UQ4mSGXT2s0TmNIY2wB5OsOjuoQt1W2Nefz36uOQaDyam05NTvGcO/Z07ntjPl49aFd0J+7aQGf+c0Klph16SSKWeUhivwCv8dPcd4xR9xDcCBIt1lu0Z8bbQV9T25xgGkZlyhLpDLMVq8ODvlr72kNUlN7gJMnl/G9V9ehq1HGFboFmn1dXCEAZTw3n/7FQ5670O9n339ew+6WdhZ/8DK7mnb2qBq3xMG4g4LD5z4+TdbZ9ENxnofGUKyHKy2YrK3p7BoCQAEHHz5PZpW4z5OP35NPwo6ztzVMKG4R8MbRFYgkFOpDPmyhpDO8Xq0tp9Cro6sKN598/JArGgCvrvPibefSHo3zz73N4MDMigLC8XDGeghKRh6HVDamaU4dKkFGI03BMLMffpHGcNfK/9ljYwerqntx2TSEdBrCk3nk07cP+LXaQ/+kekwrDe02KA55HrtL1XgKB/jknEmDej9HC02hGGX5PvZ5IsRtgSUOqpyUaygVs3Fx/VlmQ8ERDWPrDU3VGVc0jR1NG6hrj2DZgrw8gYND2NLThZFwMMNLUaCqKG/Yrdciv5cF1eM6bRn5qc3da21kDGfgDLTOxgDuBApJuqmBqaZpDo0jeISRmiPyo9c/wu+x0VWty6Kwq82HEAfTkw+6zVzlU9tYxvevGHhtlS0s9rRsZWdzPVWBOJrqJLPPNGaVB1m2fUyX128MDaz482ilrMDH2EI/44ry2NsaxkraN26qs83y7W7K+KzyEAVem1BcY0NDgPUHivn6eZlPEKiuPIWfv2miKYIiv42K4zYEjWjoqkhmeinpfmOKonDTfGm9SnKLgWaj/S/wF+BM4DfAxcDwdMPLYVIV3j9/cxNTS3dx+8d7NkJ0UAjGvewPeqgqOmjxOI57f7y/Q+cPa8v565aXOGXyWJ67aUGvac+diSXCbGnYha7GwHEXnlTl+IQiJ93wEFyFVhnIy+JVGPmkZuCs39+ajp2dV93UJdV5U2MBP39vIgVe4basUTQCfotCX+YLZa/77Upe35JPzJ5EsT/B9cftY1xRoseNRV27F1t4KC/0ohyqZ5FEMgwM1OBXTdP8FvAP4APgCuDkrEk1Qnlk2Tr+/W8fMrV0FyeOb8fvEenU2BPHt3NedVP62O8uq2Zfu8eNzeDGaPa1e/ju69OJ2dAcibPE3MfVv1nR7+uGEyBEgtTHeXCZUfBqDlHrYObU2AKfbMI5AL542kz8Ho18r875yVTn7p/nwqkttEY9WEIlbjtYtkOwl6SCI6E9GmfVrkZ0VcUWKk1hH7ajEvBayW4B7o1FwGvhOArl+flMLi2kZtsBYlbuViekUv9zWUZJZhnobVjYMAwfbgvqeaZprkxOdTtq6T62eVdzK48t/wAUp0tqbAoHJe1Td/tpaXx72cxes8fAbSsjcFi2tb7fflu1jS3EBXg0G0dRwDmoXOK2O3HUsqHI7+GehUfHhM4jpTWSoNjvJRqPY3T7PN36FZg19qCL0qOr6Jqacctma2MH4biNrip4FBCKQFWgI66T7xHpos1IQsejqwQTcYTj5MQgt9442N+tPv37Ga5R1ZkgFcORsZv+Gegv43fAX4HrgbcNw7gI2Js1qXKYuBXnZys/YunWFna3xhhX6CPgMZlQ1MYt82xiFowrStAY8vbIZOo8wyPl/w/GdTY09K5IHCCcsNmwv5VTplT0ekzMivPBjv+j2GsnA9MOwnGI2gqhuIe6Di/HlJRSVRLgvBnjDzmdUnKQsgIf7ZE4CRHtkupcmpdIL/LCgYtnNPCyWYFP1yjw6gRjVkZrR6aXB8j3asQtgaIo6dTrloiH1ohbtOkkZ+3keyy8mkXCFpQV+CgryL2sr1R/N1VR8OkawZg1pKOqJcPHgJSNaZr/n2EYT5um2WEYxkJgPvBKViXLMVJDqpZv+ZDmjjamF6tYiQIQDtPHdOAAAb9FpW6R50nFSfR0LyhwW9KH4mqPVied4zndcYACb98f02/e/AWOsx9HUXCS6k1RAEehPaaDUsXLX7gwbYFJBo7AoTnkpFOdS/MSBLx2MvfMjbPNHhskZmuYTZOZM64k4wt8kd/LJyaVscTcR1yA3SX1WkE4Co7jWlrhhE7c1tFUhYXVlTn1eccsm33tYZZu2Y+qKAjHIWE7eDQFVVFYXpvdUdWS4Weg2WgPJv/tvPk44DtZkCkn+WjXCl5c+yaRhBtk8emCE8e1U+C16Ih7KM1LJFu5K9iOg6Z2nUyYakl/9tSW5Ax2pYv/H7qmKKfQVSj09d6GrjXcRsJyf7xW0oxSVVdl+TRBJDGehz51A36PrNIeKCn3aMyyCcUsYrbCpsYCThrfTr5HdLJW3dRjFI25lRGiws/Z07OzwJ85rYKV2w8Qj1pYQsVsLOCE8e3uCAFFQSTV35amAsoL87li7qScsWA7u83q2iLUNnW4WZjJHm4eTaEkz0tFoT8n3X4D5VDjB6SLzWWgbrTOt9we4CJgVebFyU32NDfx+/ffwKsKdJV0qqmqQonfTX3N121Sl8kS7rwTx4ECj01dh5dNDQGWby/ljvl7+o3npFCA6WVFPX6AKStrfd1H5HncO20hFCyhgHBzqBXH4bOfOBO/x0tDMMIHe5o5aeIYxhbKTLTeSKWrv7+7idZInIDPQ33QTRFfWltGnm4zoSiGgpv9FbF02qIeFAWK/Q6fmjOWu7OwwMcsmze2N3B81RjW1bUSF4J3947Dp6tUjwlS6LOJJnQsUcmJx5zIH28+jnxv7vTITbnNAHRNRTgWihMnYXnQNQ+2cGgMxfBpasatwl9fub7HNtlVYPgYqBvtPzs/Ngzju8CSrEiUQ0QTcb7519+hOLuZWRZBwR30FLdUwpZGa0THATyak/adp4jbKnXtXjQN/rBmPM1hH8X+RBf/f2c6x3NSTC4t4JaTq3vcLa/esZxV21fTFo1RWZCcgKi699yWUMCBuFBpj/iZ8/Bf2NrQju24VtKMsUW8+9WLyfNKawcO3nn/+t2t7GkJ49VVSvK82Ek3jzsrRuUfW8cypSRCgc/GFgpeXaMkz0PA52FaWSnnzTkxKwHuppAb6PfpGqV53mSNlMIbOytZuXssx4/LY0H1JB4478Q+raruySxDRcyyWba1nr1tYdoiMU6ZVM8nTuhw3ccJje0tAVburHDHIchM7VHPYFNnCoFj+j1qhNAejbO1sYPp5YEuwd17n3+aQu8+SvPdNFO3bzIouoOquimubVEdyyY5a91BVx00xfX3jwvEaY9ptEfdy9xnqxO6zmQHmFFWwBdPM7q4QxqDEa59ehkfq1xNZWGcoqSbTkkOMVFVx7VscNjZWsC3l75Fe/xgamlCwIb6dub/5G+su/+KzF3AEcyjy9bz57W7qO+IoqlK+k47YbufkQBwHIStsqmpkJPGd6CpKnPGlVDo86AAE0urszaILhXoD8YsJpa4Fm5LNE7CdshTdS4+dgb/unA2IAjH2vF58tOyuNbaOt7f3UxrJD7kmV9NoRjr9rfSGomzYHI9cyrasB1c97EumD22lbgteH/veIp9+oh2o0n6Z6Axm+0cHACoAiW4w9NGNHHL4pqna3h7RwOhhIVfU5kyppCnrj2VC3/5KtfMrQcgT7cRQklbD6riuNk/us0/tpdjOwpnepsZW5BItyrRgDyPO7L37KktLKkt76PVCV1GDJf6NK6aUcpj15+Xdoek5Pz7xr0U+hJcVB0j3+u67WI2eHG7RKu4lk1tUz5PvDsRG7tT1tvBLgZmQwcNwchR7VKzheCHS9fxk5qNRBI2McvGo2n4dBUFaAzF0sdqyQLJ17eVoykKJ4yPku9R8ek+xhVN49gJ2WvsmiowTWVwTSotYIKTT8yyuXLuJO45ezYb965kf/s2ookwfk8+Y4umsXRrKf+zahu7W8N4dJVSvxevpg5p5pdHUwjGEiiKzbTSIHa39EwHBaMsxJs7E7RFrSHJnvv1leuH3JU22HHSvTGS4z8DvR1b2On/DtBqmmZ75sUZWj7z1HL+YdalfwSRhKBlXysn/OTvlCRdXiiuiywhknNDVCc9gjdqabyzp5gzp03ltOoprN3zJPlecXC2uqOgKXDG5BZeT8ZjOnfBTbU6SWWjnVtdyZ9vOYvN69d18btf8T/LWbF1PygCn2bj1dxMJBcV13gRCFvhuyum0BLxo6s2l86oZ+qYCAGvRVtMZ1NDIa/VliEchVU7G7nsKO2RFo4nuPKpZby3q5mOaCL9ecaTBYY+XSVuCzyaQsJO5Z65LN8+ljNnzOGcY6d1sSKyScq6XV5bT3M4xph8HwurJ/LlBceyZvcb7Ghcj1fX0FSdhB1n1bb3MfcHqOsoQlUVwCaa6GBvm83EkqKsZ37ZQvDYig386p2ttEejjA/EyPcksHqZmFvgtfFqCZrCsV7OJBlN9Ddi4MZD7MM0zd9mXqShoT0aZ8nm/SiKoMTX9c4fDrq88jx20kUGCaGgCAUB7OvwEU5orL3301SVlLChbhcb9rqxGsD1QyfPVey3KPYnaAr7cFB4tbacZdvHdLE4rpw7kT99/uwuMsYti0/+aikrttVx8YxGJpdGKPZZ+DwCFZIKMFnAqajEhIZX0Th/eiNnHONaWu7IAoVyO8H4QAwFWFJbzuTSvscWjFZS8Zkn39nKlkY3m8u9fO7tgQNYQuBJLop+XaPAqyCEg+U4eDWVYr+HRSfNIN83dNdPU1W+tnAOd54xKx170VWFR5etIRZ7F1Wx8GjuvJtxRX72tUco9ESJxD0smNqC0SnNviFUyq72qVl1WT1es5Gfv2Uye+weLqruIOCzKM9PELVVWiI6nfONQnGNuO3BQbCvPczUMSO/Waekd/q7LUutftXAdOBvgIWbjbYeGLHK5s3afVw0Yz9TSyLp/lad6106u7zClpZOawb3B+LTVY4fPwtVTc6m94CiOEkl03+0s3Pbf4BHPjUPgHA8xv5wO63hELMffonjK/fxHwubKc2zsB2VSEIlYav4NOHGhhywHYVoQqMlkseJVa18bFwHZZ1deoqDD9AUwRmTW1i1dywzK4ozej1HAo/XbOT/1u1mf4cbZAe3Vgac9BwhIRwsYePVVHRVSSogB4/muqKOHVdMRWB4mmf4dI2q4nxsIfj0U8tZW7eP64+PIFDRLUEoZrGrNUTCFvg0h/OnN3JscnqrJdw4yZSSJrQsZH6liFk2r22uY1b5buaMbUOgkBAqUdttsQOka89S7mNd1dNxR8nopb8RA58HMAxjGXC8aZqNycelwP9lX7zM4zgO6/fUsHb3Ui6YHk83MbQcetS7HHR5BZlQ5ODVHBJCRQgVXYmzsX4t7+7agK7peFQ4psRNDrAdx80KS94xt0XdNNkU3X9XlYU+qorz+dmK52gN70IhRM0/3uIzsx0C3jjFPrfvsKq4xaK24ypDW0B9yIstVLy6SkesjOllB1BUB72bx8IdG6xQ7Le4b+HUo654LmbZLK+txxYOthDpsQ6pAsNUI1QHiCZcRR5J2MnpqQoxWxBJWMweVzzs1+6Hr6/jjW0HUFWViKWR77HdzDklOQcJhVBCZWpJpMeNj+3A+IIWbGHhRhYzS1Moxob9TXxqVhCHZEENBxWMXxPoiiAY19M3d4Veh6qifJkcMAC0e54ZsXGbgTqcq4DmTo9DwPhMCWEYhgr8DPgYEANuM01za6bO35nt0bVsXrOTYl+8S3dkcH8Qnetduru8YpbCpTMP8ImJbfg0UFWL8QH3rrgl6qE16qHUb6EpDorqELMUIpbGyp2lWMINPJf4PbRG3W7PClBe4GP5nRfyi5o/Y4uNjMmzUBxBwBvFpzvYDnhU9w78oBJz3Xz5HncxjAiNaGw8W5pLmV9VR/JmvUt1lKK4f1QUrjpucjYubU6TSiH2aG4fs4RwSAiBptgEenGjpopkbSepqB1QVJXapiAxyx4WhWMLwaPL1vPYik0EYwnOrW6kxBdlbEHnuJNKxFJ5e1cxcyrCPdLsVUVB1yx2tTQxq7Iq4zIW+nR0LUHAZ6fjnClaIh50VfD7NVXs6/Clr3fA7+Hz83um+EuGlmyvwwNVNi8DrxqG8Txu0tPVuGMHMsUVgN80zVMNwzgFeAT4VAbPTzge5b+W/pTyvCbGFZK8C3SI2a4Fkq/btKL3Wu9iC5VIHO74xC7mVISS3XZJz4BXFCjxW+xocbO7Cjw2igLbm/1saAzwWm2Z23G50MeO//g0DcEIy7fUs6WxjdV7WrjhDyu4atYGivwJhOPWyXh11zpRnYMD1nQFSBYVtsd09nd4WbptKtecOJsVWxt4f+8BZpWrBHwCW0D3366qQNT2M3HM2Exe2hFB5xTiUr8X245w1pQGZpZ1bRu0fHtp2q2aVj4OpG7S69ojbG/uoMjnTdetDFUdy+M1G3lh3W5ils251Y2cMK4DXUu2KMKto0J3CFtu7LC3NHtFgbCl41Gzk4kYjFng+OiI9Z7iH4zpaUWjKqCrCneeZvDVs2ZnRR7JYZHVdVhxnIE5Sg3D+DRuVpoDvGaa5ouZEsIwjEeBd03TfDb5eK9pmhN6O3b16tVTgO333nsvTU1NvR3SK22RdlTFPniz32nIYuoK2MLtNdUR11AVhXGBPOK2cNugO1E8mugxVTN1DnDTjlPnUnA784pOHZiL/R6K89w6nvZogo5YAuE4KDgU+7tO80zHrUkqm24vZwsFS2goipeoZWMJgV93/7gus57jpgUKCh4C/iMPbsfjcbw5XhjaXcb2aIJwwrViVRJ4tK6LodrpegtHISEUopZK9yvp11Uch2SmF5C0OjVVwa9rFPkHXsE/0OvoAA3BKLZwsISgwGuh4NZ1dccSCk5Sfm+396gAlqNRVhAYQGRxcHLuawujq1aP1wZXCUYtLf3afo9GReHAY2BlZWX86Ec/Apg6b968HZ33pdaGL33lCzQ0Ngz4nJ1pCuf2dxoYdHLPoa4dzPiudwAAIABJREFUHN46PBj6y0Y7yTTNDwzDWAA0AIs77VtgmmZNhuQoAto6PbYNw9BN0+xzOEgikSAejw/o5MJxUJRuX/xubqbUJksojM3zoKsKwrLoiFnEbUFpnjisH6dwFFLThBVcf3p7LEEkYVHi0+iIWthJRaf2deJOMnYXV1VAVQQJEcMSKn5d4NVE8jUVVMVJKz4HBSEUFDR8mmfA160/MnWebNJZRp/i0GELLMch4D24SLtdAg7GtSzHTfbwJq2GqNXVWrGFGwmJWwK7042AZbvp05ZtUegZuIXT33V0gGDcJprsy6coDrrioChdB1N3fT8OcduVwaM6qIqDcNx+fJqi///tvXl8XFd9//0+995ZNCONdlvyEjvejmM7q7MREichCQEKlLSFthQIYQ0E8kBpobQ/Cm2fltLfr9BCIWl/ZXtYngJt4Fd4SrMRx5jsJptj5ziWvFu2tY80692eP+4daWTLtixrNCPrvF+vxJo7c+9858yd8z3L9/v5Yk/ju5vK9+37hA7ROOG9x513YGPEFDRGjDO6j2zbPv2LznH2DWbO6PWdyWDwM4W2O+N++Ew43TLancAHgL+Y5DkfeM1MGAGkmVig3DjdB3zooYeIxaYWUbO1awfb938HzxdBhr9RNvIXUHBgIBth674WHtvfDrEoV53Xhuu6PLjrCOc1j/Kp6/YFhk3iGDw/cFJ7B+tCp+DzbE+Kh7pagwqP7eNLNbv7kxS8dfQf6sMSBdKFoEP4xA1dNNeVChD7xMzxfJ6CEyw5mCJIEt03VFc2Y/J5/kgDa1qzE5YtBMHnzNsmN679bW5cs5JEdOYikLZt28bGjRtn7HqV4Hgb3/L1X/Bo11FMkeP2K/bTEHdJWC6m4QX7YmHUVrDME7Rv3ja45+mlY52nJeDCZS00RF0e35cmawdtnYxYCBHMbJtSdTzziTdOaUltKu34pc0v8ZPtB9hxdJhs0eX65Ud4/epeopZPxAgcZWlZN2cbHE7HyYV2D3vj5SxMLD59y8ZpKQhM9fveMzDCZf/zZ4wUHUbghKTipliEH7/nBi5Z0jKtUgyFQoHt209dJPijX/hNbD97xteGc1M7bSgMKJhC251xP3wmnC4a7QPhvxMSQKSUqRlO6vwV8Cbgh+Fa4YszeG3WLlzCr/cYWGYg2QLhKFaA58LD3S387OUFJCIxDAMKdhC5lC3Y3LSynws70mPLZ6X9k3JytmA4H8EQ/oQkzZvDCo8QVFmss3wuWpgm7z7D+jZ/wl7B1n1N3LBigEQkiGhzvMDGdCFK3o3jeQ4t8TwZxxxzNBB0kOsWjBI3vQlJcz4C1zNIxuDy8xbMqKOZi5QqXgazhCB/ajycPZAaKuXauF4pd0lQH3NJxTzSBRPP83jNyn4u7TxIKuaxpsVnV1+Sh7tax2aeAugZyc9Yzkgpis4yDHzPw/Fs1rRm8UUwcCp/3/GB0LgiBQRh9pmiwcHP/g5tlVaNCJcXLUPghDOcobwxNgO7bGkzm1Z1VNaGKXAuOpUZoKL98FTlat4IXAf8FfA00C6l/KxS6qszZMePgVuklI8R/G7umKHrAtBWn2LUbqbJ7EcQTOdFII3M7v46th1qos7yGbUdfA+EAcKHm1f1cdmiNJ4ngg33cPneD3/hArBd+K9d7fyiu4XGuEc6b+L5Bq0Jk3ULRolaPrbr4YeOoLHOodMqBKPnshIDz/U08Eh3K2vbR0nFXNIFg6hpETUNIobNSAHqLHNCfZwSccsjbxsnBgQYELcStNU3zWRzzklKFS/F2EghuAfKa9OUnopaBoYI1APyTgSfGMmowVVLeriscyScwRgkLI9LOoJaRk8eKO9A/YnrWmdBeRRdzvHC4mkOwg/1+IRPuZ6E78PzRxrGwvYhiID8k5vWV97RAIsaE3Q21nFoKEvWdnE9f6yN6yMm991xQ8Vt0EybivbDU41G+yzwTuD3gKeAu4DNwIw4G6WUR7BkVzE+dtNH+IeH/4n6yCAR08N2gw7log6H1a3d2I5B90AdX33qPDxP8NpVfdy6qp+I6YWS8oKE5Qe1OERQtjnvwCPdC9m8p53GuEXR9TGMIg2RAu+86BBr23PBEocPOcekJx0dq/JoGuNhzD4C2ZblnqeXTlAW+NObL8YyPL64+TnyjuD9Gw+dNMJnV3+CiztGJuRVNNVFeO3ajbMiqVLrrGproC5iMlIIZIhytoFlmuH3MT6TFBgkowa2G+z1dQ/W47gCHwfZNkoqbpOwXCwzSOTNOiaydZTH9ruYwgLfp7Nx5nJGSlF0vaN5bNfD9UzyjoFpeBP8mRfWhzmWsXjyYNPYfbCqtZ47r1kza/VtYpbJHVes5J7HdmHlbWwnCKppSUT58KslDfFghl0tJerZZi7lxFS6H55yL6SUellK+Xngu0qpUSll7YdtlJGIxvnT1/8Rj/zql0Q6Whke+RVHR/biuDYRA6Ixjw0dGf78xt08tr+FyxaliZj+WC4OQNYxxiKAugfivHi0kS1721jZ1sAP3nktn/7p9zi/Kc3K1ix11nhAgRCQiLgsShUwRDAidY/LQRgPuY4wlDeQ7Q3URy3+YctOhsKE0FOJeJY0z9a2Z2hNwGVLOlneurqiIpFziVQ8Snt9jL5MAcczGS1aOL4xVlrZ9aC5zqE+BuAjRIzhQjPbjzZhezniVpElDYEAqk8Q/GEa0BB1MFI+llGk4Ag6UnUzmjMSs0w2rVjAl3/5Mq4Prm+wo7eeVa3ZCYm7QYADJCMCnxiN8aDT/6s3XDLr9W0+dv06DCF4+JUjY4KvN63u4O5NF0woplZyNrOpRF2iGoKc852pOpujUsqvAJcD75BS/j2wv3JmVY5UPMGFy1bwncd/gOu5mGGyoyCoqbGowea65f2MFKK4vhgLIwaB8KFnJI7rG/xMraE+luSK8ywMIfjPF3/OuvZBDIPA0ZSuWfbeccsj7wiyjnVCZnepxIAAlqciPHb3rbz6yw/Qk86PveZ4Ec9s0WDPUILNe5oxhKCz+Qr+5NaLScX8WROJnCsUHJflzfUcHs4ylHcmOG7HCypepgsRugcXsHtwIbfK89l7eICjIz1hXRsxNviA8tB0QdTyiZouRdflgoWNfPS6tTNquwdkCuORRL/obuG1q/qxTHdc9NUTuL4gHjHZ0NFMKh7jb954WVVmDZNpuZXs+NLml8YUrGOWyWjBmVUlak31mOpQ4vcJ9mpuUEplgO7w2Jykb/QYjlvAJBgNjq/iB/scbYkgACNrGxNcgmn4xCwYsTtY1NRMqi6KAJ49dIwjQ3tpqnNY3FDANCYGEZSnMh0YjjGUm9gBlGYnF3W0su8zt/GDN65mMOewuz89wVmVFA3ufXoJO44l8QVsWJDhzisP8jsb0mzoSNGRaiARS2lHcxz9mQKDuSIXLWqhpS7KEwcWsqO3GceziBg+Rc/k+Z4U/2dnE90DPo909fLEvl5yYXhzzPIpuuP3Q2mfxxI+ccvlg5cf4oNXHGRRsouvbt05Y3YXHJdvP92F50M8FLtLRj36MhEGshFyTqCVV/QMck4E27WojzrctLqj6stTJS23mGXieg6D2UG2dPdgCIEhPOqsAobwMIRgc9fRIJ9Nc84y1UqdI1JKF3iPlPKvgRGl1EhlTasMvu+z68hLGMBks/ZS3otpeGOb8aV9Ftsz6B5sY196yZjI5TMH+4mZNotTBZJhMbOxnJhw2Flwg+3ooiv46pPnce2y4RNKDHT3L2HXZ94IwBFgtGDjeCeGjgLccP4ga0OBRQ+DprigoyHNocFnKDjrq97J1CITFATCipdb9y3g8QNtpGIeghh5F9YsSGEZgpePjtCbKY45l9GiyaF0jM5UYcK+GwQSMUXXIGq6LG/u58DA0xScdTPyPRweztIznBsLqxaUFMnDZcB8hJglMIQRLkNFuUUun7U9mtNRKmF+JN1NOjfCJQtyY3lNMdOh4EY4OtrEC8cWz0rxtEotnc2lvZlqMdVotL8FlgAbgS8Ad0gpL1ZKfaKSxlWCI0XFS3v3k4yIMamPcgIV5fHZzlAuynDexxAezx5Ocf/uFIboozEeYU17Aznbw/eDTG2/7Bpm+cwGQED3QIKcEzmhxIDnGaQ/P1EVIp0rcMvKPta2nSinsrYtM7ac4/k+BSdIVGyM9tE7kmFJc2rG222uU16ErLziZdEVjBajZIs2hhDsPDpEYzxCumBPWAYtqYDXRVyGcsG9szBZwDB8co6BR2mZQNAYm8HvIRy1+ATKAYYAzzNQ/Uku6UiTiAZF0dZ1NOK4Hsvb1nPJeRed/fvOEDsPbWX/wE6EEMQiUVoTA0SMAgU3StaOEzFdljT2EY2Ys1I8TVM9prqMditBNFo+zK+5BXh9xayqEK7nsK13H6OFIofTsRMqB7qhkGFfJsrOvuYwmdIjWzR45lAj9+9uC/IwfBjI2bx4eBCAuOVTdMe7poJjjKkDBHkbBgeGUixoeR0L62OBZIgXjEqb4jEG//qt1B0nBfLU3ke5tDNNPOJNCJF+/eq+oKgbpeDdwOk4rofvF0jG9FLEybh70wW8ef0SGuIRFqbiXHVeG1csaaUzFUcIMVYWujdTYLRQPCF6+aGuVp7tSZGzDZpiNnHLwxI+dZZLc50NBOrRyYg7Y9/DolSCzoYYOdsNAwSCPZyHdrey/Wgjnm/h+Q6CCKsXbOCipdfNyPvOBK7ncCTdjQiVtW3HpS7iAgZRs4hl2AQF1AVr2zKTSu9ozh2murBfirct3Q2xsmNzgkwhz90/+hcu7RwNIsJ8QdY2iJve2JJY3jbI2iaqv4Pv3f5BBrNZtnbv5/bvP0M+LIpWvqyVCaU3xpdYimFGuk+uGKjvDuYiPHvsMm6VK7h70wX82S2Xc3BolC1dx9i0cgFLmupPsDXv2PQMd2Mclz3qI1jWnCNTNDhefksgGCkaBF+NZjLKN66PjeT51lOv8JWtioLtknc9LCGIWoHKqjPJ3V3aMzOET0PMIWoFMw0jjEoLdMeipOL1pOIzUwQsZpmsbE/RPTA6NtMSBDp3j+1fSG8uSWfK5IObbiRng+0G+4q1QMHOkrMz9AwXGcoX8bzAKVvCRxjQEs+EOUIR2hvqKdhZErG5OSufrPSzXlqbyFRvyx8SqDy3SCk/BrwL+H7FrKoAH/7hN1lcPxDULRGlnAqfvGsgnODx3qE6ekZauGz5dcQsk45UAwsaWoPX4IfSM6M0xsbLLD/c1RousdRTF0kzhBWG0gYj5YPpVn54+60TpDmWNNXz9o0nOpkShzMZYqZ9gkS7IXxa6lx29tazojk3QUnAED67++vZM5CjOaHrgpwKyxB89L4n+WX3MdJ5O1Dx9iHv+RRcb8Ly2YnneqxpzWJ7wcCkIeqGM1gR7OWYFlevuHjGAjQKjovvw5KmJD3pHAXHA3w8H4YKDs8cHCZiCtb/7c9Y3lpPe328KqHEkxGLJDg87I2XfPYFJv7YXqlhCEwEPjbZwiCxSGXuWx3iXBuc9hchpZTAd4DngH3AUuCLwKbKmjZzHEmP0BLvx8OYUHXTD5ehjoxEeKm3nnRxHW/asOyEzVXL8HjD6l6uPm+QRCSofNmWdOhsKFBnCR7oajshLDnvmBzLNHPZ8k1nrAGVKZqMFE3qrHEpzUWpAnVWsDTTGC8yWrAYzMdJRFyytkVXfz1PH1rIqjZdVvd0fHHzDn6151gQDGIESzwl0VRzkoCMcurDfCjHF2MBJMmIh2WAMASXnXchG2Ywt6k/U2AgW2BpU5JFjQn2D2Y4NJzF94Ndu2DpD3ozBQquR8wyayaU2PEEL/cmaYwNBzJRvguhYHG5LrnAwPZsXM/RUZTnMKdTff4c8Efhw9uAPwH+mKDAzuMVtWwG+fWBwyQjQYXLoAY6Y8tdAtjZV88TB5ay689unuAYPN8jYe7krqsOINtGwyqchHkZ0BD1uXLJIL35VYDBi0fr+HWPTcx0aK5r4I6rppe5fX5jHffta2DDgiF8DBalCiQigaNxPIgYguY6h96Mx78+vwzbj+C4gutXtk9L3HA+UXBc7leHKbpBSQAIAjrGZq7HBWSUyoSXGA3zoUpKDlk7jo+BIXya6uq5bPlNGGLmZhTlUXSmECxtSnBoOIspRJleXyBZM5QP9hFbEjEe2X2ED1+7tqqRif2ZAj/ZkWJde5pVraM0x72xPU8I2twwgkg6AYzk+mltmDFFe02NcbphxLuA1QSVOv8S+CSwEHirUur+Cts2Y1y2dBEP7jCJhzOFwVxkbLkrUzDZun8Rn7xx3Qkd9eNdD7Ft369JxZwgd4bxAmYlqZlU3OZNFzTz2P4CQgga41EuX9rCJ1+zYdqZ2/VRC2Gu54WjLyLbR6mz3LBSJ2PvC4Lzm/MMF4I9p9esWsgPb58zk82q4Hoen3/oBZ49OEDecSfMaEqiqT4C1zfGAjJgvEw4BIEduwfquaQzTcQ0iZhByHFTPMJVKy6Z8ZF5eRSdIQS5oovn+WMBDUVnomxNumCTtYP6RrMRSnwq6mMW/dkiD3S18XB3M03xIn+yaS9WOMizDIGFQcQyMYRJQ13raa85Hb5+20vAzC6n6f2YM+d0v4wRpVQP0COlvBL4f4BPKqXmVMhTR6qBgXwri+qPUZq6B6rI0DWY4sOvXseHr11LtljgSHqIVCzOH//ku1zScZiI6dGeFJTvnpgC3LBEp0Dw2xcv52M3dsyo1tOP3n0Db/u2weauPaxqfgVvTNt3nKjpsSBpEzUb+cHt1xPV+TWn5MtbdvLI7qNjRc88P1gibYzbrG0fHZvBlCoBlaKkSmXCS9jeBSxqGmZlS4ZsMUMyVs/iphUVkwYqzY43dx0laztYZiCX47jeCXtLPuD4Pv3ZAvVVjhToSeewXR/8IEftWCZOV3/dWI6YG9ZF8HyfhamlRK2pF1HTzD1OdzeWx+T0zcW8mhJfe9sdfPiH36Q53k8y4pK1TfYPpyh6a/ivHQfpPvY45zUO0RB18Pwi6xb4Y/IkpW5+TLhGBPLzAii4MRY1tY1lS88UUcvih7dv4rZv5im63ZPmBBVdg2OZCI6b4fBwlvNb9X7NySiX6m+MRxjKFrh1VR/r2kdJRl3akzYZ+0RV7WTUZWES0gUTIQSpeIR7f+8azm9pwPUcCna24tJAx8u/3HLPg7zcO3mFDxEWtyk5nGosq7qexz88uoN/fnwXBXdiWN89Ty3lQ1ceYGVLjqjpUbANFjUu4/oL3jHrdmpml9P9Qsp7uFwlDak0yVicb7/zQzywdStOcztPHxjhZ7v2M5IfYNPyg1y0cIiYGWSFB4W0xotplSp4moY/QXqm4EWJRGTFasW87dtb2No9zMrU+GiwhMCnayBB3gm+wtGCrmB4KkpS/TErqEvzoSv3s7o1OxY5aBneWPXOksMRQMY2yToRopZJU12UtQsaWZQKBhWmYc1qqG7MChMffW9s//B4PC8sT20aM1bm4Ez58pad3PPYLvozhRMi+zwMvvrUMuKWw4KkzUghRvdnfh+rgs5aR6PVBqf7htdLKbvDvxeX/S0AXym1onKmVYbWujo2yFV86qf/iWzdx6uWDtDRYI+VAnC9cRkbz/fHap7YXpjF7QblAjJ2ivaG83n/tb9VETvT+SKP7+0lZzsnjAaLrkHXQIJ7nloKhJ1iccYK6p2TlDba03mbjYsOsKY9gxFGJBpGqJEnfBIRj6Fc0EGaBuwZbGBFayPJaPBTuXHVwqpuuh9OZzkyWiRimniOO6k/8Tyf6AzPtKdKwXF5+JUjDOWKFB3vpNF9ecdi/7CFJQT9merMwM4G8xPf0fs2Z8jpnM2aWbFiljmczrKscS+blvfTVOeMVTgUAoQJfliNSohAjDNm+ZgiKLH8cFcLv+5p5ZlP/DYdqcotW+3uG2EgVww3sCeOBo9lImMzGgEkoibrOnSBtFMRbLS3o3oeY317H3WWj4+P5wXF9GwvqBEj8IiaHsMFi97RZp4+1Mb5rQapeGQsf6Wq+MH/HG/ynGofiJkGrXXV6bz7MwWOpnOM5IvcuOLk0X0lfTQEFNw5tQWsmSanKwu9b7YMmS1cz+dfHtvJ6rYRUnFngoYZjAtolkaMw4UITlZgGh6/Ppxi854F3CIXVdTRALQmomMb2KUfa2k0WLLTNASmgBtXLpxzI8NqcNPKfhqMIwjcsRIQRiiRYnsCzxPsG4zz3eeXkLGjbOhs5eOblvIHl6+smSJfixoTtCZjDOUnXzYVwMJUHU2JWFWi0VqTMUZsmxtXjEf3lcstATzc1YYIR3gRQ9REu2oqz7zLoPo31U8hspt1bVli5kmWtQW4biBp4/s+Odvk5b4Gnuvp5LVywayEGH/p0ZcmFeIsjQxjlkFDLMLVy9p0yPMUcD2HrmPbiFseBQfwx0fWVlg11fUEO/oaSBfjNMQi3LZhKX944/qqZ+KXcD2Pr219eWwmfjylcOKlTUma6iJVE7YUrjNBLLZEKbrv0b0teL6JZQiWt9SP7YFVikqEPmvOnHnlbAqOy6i/izVNx8b0o07yuyVjW/hiLdesuoLV7W2MFIPSwrMxgyi6Hgf7nz7pyHDboQ7ue89ruHhxs57RTJFsMU2uOBJI9fsChD8uNCaCcOfuwXrS9louXiS47cKl/PFrNlTb7An8w6M7uOexXQxmiyc8ZxA4T9MQ2K7HDSurs7fUnymQdXJjKgvHk4y6tNZBwYvQFI9wx1WramJmo/dfKs+8cTa5YpErvvhTfv/CY9RFHDxfYBw39gqXwym4goi1gQ9u+h0i5uw30aHRHEsah086MnRFE9etXDjrds1pQt+St12KnsAyQn28IA2EJw608bOXO7l6ucWtspkPX1tb25UFx+UbT3bRN1pAGAIrVKgeK2sBmBDMyC5cWrW9pYgp6M8yQWWhnJxt0pFqoiNVP1YqWjM/mDfO5op/+DnHMoM0xV1AYHvBen15pU7bDWY0lrWeu2/8varZOmoXqI+6uGHYdTnJqMunb6qtjnAukIilyNlRXC8DYUh74L59RgpRejIX8M7LDvOGtYdwvd38ctdLdKSCRM2ZlJ+ZDq7n8VcPPMfu/hFc3x9znOUIwBCCy5e0VHVGdmAoi+sbE8puj9vok3Xa+dEdr2FRKjErMxq9dFY71MZidIXpHc2x61iwBFX+Iy04Bo4bKAm4PvRnG4lHL+JDm95aHUNDljckydmlQIDxpFIIQkYvXdJZNdvmKo4n2NG3kIIbCfZrfA/fE4wWLJ442MKa1kNcuDAN2JiGhe0W2T+wk52HtlbbdL68ZScP7ToSzGQmcTQw7mz2DmaqWl55VVsDjfEom/e08VxPirxthJGcBs8fSbGs9UrOb2moiaUzzewyL2Y2T+zrxfVhOB9hOG/RXOeM/WBtT2AIQdGN8YFNd9FWX/16Gg2xGL7oxBAH8cqySE0BRdGpSwhMg/5MgacPdlK0PRbUD2KKPMN5E9XXwJMHWvnMTX0saUpOOEcIwZF0N2u9a6qmRlxSPohZ5ilLH9THLAwhODKSq6qaRCoe5eplbTzadZQt+xayZZ9DIuKSKRqsbGvikzdfXBW7ytH7M9VhXjibZWEn4noGW/c1c8OKfhKRIHfG9QW2ZxGNXFATjqbE37z5HfzZT7+LyZGwVrtF0e/gb96sZT2mQ2syRksyzs7+ZaiBpcRMm5xjkbN9rljqsrRxcLyipOsRMQ0MIcjbuaoW9erPFOjLFOhJ504jCDAu0HrSqJdZ4oe3b+Jt397Ck/v7yBYFhohz05pW/uPd189KZN+n7l9DT0YratQaVXc2UkoBHAReCQ89rpT69Iy+x8ImkhGTjO3yYFcrPrC2fZRUzGWkYLKyTVZMCWC6xCNR/v633sNgNsuuY72sWdCuZzRnQbl6Mhhk7SgHh7IM5ov0xk22H8ljGqMIBI4XOJumeJTlrc0VK+o1FVqTMdK5IkO5EyPQSpQSJH1gUUO84qHEpyNqWfzkva8hnS+yu29k1qI4NZVhpvroqjsbYCXwa6XUmyr1BjHL5M9u2cBfPvAiecfjwa42HtnTQmvc565NF/GRGy+r1FufNc2JBFctX1ZtM84JSpFPW7p76O7rJZ33aaqrA+CJ/RHWL8hgGII6y8AVgr5sHttPcEuVC3oFUXTOSWc2pZDnpniEd9dIKDEES2qXLalM2QDNrDIjfXQtOJuNBLprjxCIfX5cKaVOd9L27dvP6E1uTPkcvbCdxw+nOZZ1WZAwedWiFLc0eWzbtm16lleQWrTpeOaajb7vc0H8FRatOcqejhGytsXO3gT3v9LCgYEmzm8eYUVzoD/neAa9mXoeeMnk0rqniZqVW/45VTv2Zm0GRkbxvMldTTTUdVtRb/HqxfVcl8xV7HuZC983wBdu3cW77jv/hONPvX0dMHc+Rw0xrT76eGbV2Ugp3wt8/LjDdwGfV0r9SEp5LfBd4IrTXWvDhg3EYmeWIX3lFfD4U0+zTK6vGfmRydi2bRsbN26sthmnZC7a+NLBLfgDaWJOjPxgBsd3WNU6xEgxyAdJRFyOjEYxDR/PN4haLmsW9bNMvr5isi+na8d0voj/0H4SMY+RUKLGJ4g8EwIuP6+VRMTiR+++vqJLVbXyfRcKhTMeaJaoBfuryVTabib76OOZVWejlPo68PXyY1LKBOCEz2+VUi6SUgqlVEUE0qOmUdXqhZrq4HoOR9LdCCE4Npqn6HphpJ9gbftoKCgQ7Kw7XhBwbrvQnhigqa56g5LRgkPcMknnAkdTSpP0fJ+ICBI7X7d2kd4T0cwIleyjayHP5rPAxwCklBcDByrlaDTzl4KdJW9n8XyfwVwRvyykPBVzScUn5qb4YUWjeMSl4GRn2dpxWpMxklErmM0YYkIScsQ0uG1D9dQCNPOGGemja2HP5m+B70opf4PAe767uuZozkVikQRRK8Hu3gFG8gVMwwsVGkRQhdOHWGTi7ydiGrhehEzBpPn3aCbgAAAZrUlEQVQsJsMFxz2rkuECiEeC8/xQQNTzYXGqjruvX1czQqG1wqfuXwOcGPpsfuI7Ex7rfJspMyN9dNWdjVJqEPiNatuhObcxDYtX+uqwnTQd9TaGCJxN3hFs3tOC6xsnyKtETUFfro32huQprnxyXM/ji5t38NCuI4wUbNrrY2M1cabqIPozBVJ1UQqux1CuiO35WIagqS5KcyJalTICmvnFTPXRVXc2Gs1sUHBcdvdnWN4YzF4sA6KmR8yCa84bYuu+Fp7raUC2ZUlGXTK2Sf9QK+s6r5jWbCRbtPmtb2zmmQN9uL4gYgr6MlGGw03+j98wNc2u1mSMtmSMuGWyuDGB7fpEzED1oj5mVa2MgEZzpmhno5kX9I5kaIz2MZCNkoh4QdG0UOg0FXO5tHOYX/c0cs/TS6mPuuRsk8+89lLu3nRmQo6u5/HlLTv51yd280pfGiHAEgYCg75MAYDNXUf58LVrp+TEypNRDSGIWcHMy/P9qpURqHVOFvqsl82qi17s1cwLkjEX0yjieB51EW+CoKVp+BgGrG3LAJCzoyxsqOf2K1ad8X7Il7fs5CfbD3BkJAcIPD+oT5S3XQQwlCvSlynQHzqeqXD3pgt48/ol1Mcsiq5LfczizeuX6MAAzZxCz2w084KYlSBvW5hGEdMI1JNLuGGVzmTUZXHKwDKTrF3QeMZLVAXH5aFXetg7MEo6b1NezaXg+QjbIWKZ1EfPrIqmaRh8/Ib1fPjatWcVaKDRVBPtbDTzgqGcS2+2mUUNvbiewBAlb+OTdSzAoOCaLGtpAwxuXHVmS1RFp8jfPfwMW7t7yNlwYtkwKLo+QnjcvKZjWs4iZpk6GGAKnCwaTVNdtLPRzAtakzGOZFcBBhHjIM3xIq5vkLNNhvMRTAN29CaJmhFet7ZzyktUnu+x89BWftX9PFE/zR2X+ajeZCj4OlF+2RCChniEu66VFfiEmuPRezS1hXY2mnlBsNHewU+22/x0Z5Lrlx9lSWOWuogLRBnIt1LwlvGjd286o2z8nYe2srd/B0O5LFkb4pbHJZ1pfODBrrYJr7UMQV3Eoj9TIBGNzOwH1GhqHO1sNPOG0mzlG08W+PnuDuIWLGowaEmmcH2DN69ffEaOxvUcDg93s38wy1CuOFbozkewti3DI3tacLzxAAPb9zg2muP727r51M0XzeyH02hqHB2Nppk3lDban/z4G/jYprVcvnQByXiKZCw2reiugp1lb38fg7lCkNlftmyWjLrUR10sw6MpbmMZHq4HRcfjO9v2VLV0s0ZTDfTMRjPvSEQjfO51l561jAwiRm8mcDBCMOZwfHwyRZOrlgwhWzOk4i7pvMnLffX8oruNvQOZqpZuni9oeZraQjsbzbzlbKO7hnIu+4YaWN7cj2EIPM/H830Ewb83nD9AneVhGj5tCUFnqoghfB7qbqfoThavptGcu+hlNI1mmgQRbis5NNyG51lYhk/eMXjhSAML64skoy6GEezhGAbURx2uOW+QOouKFmOb73zh1l3VNkEzCXpmo9FMk1KE23++5IC/iO7+fo6M+jTGbd6wpg+OC30GQVPc5YKFUZ0vo5l3aGej0ZwFd10rebTrKL/Y3U+2KMZya4KybMchgh2dt158nlYAmAX0Hk1toefyGs1Z8JWtiu09QxRsd0xrbTgfYThvTXA2AjAFRK16PnLd/C5PXGkCBQFNraGdjUYzTQqOy7ee3E1ftohbprXmeAZb9zUzUjTwfIEpwDAMmhMNXLXiWqKWLuGsmX/oZTSNZpocTmc5nM6Hwc7B7KXkcx7sagUBF7Rn6GyAxroU6xddwgWLr62ixRpN9dDORqOZLv7Y/yY4muCo4KGuNh7b38adrzqPO6+/koZ4XRWMnJ/o/ZraQy+jaTTTZFFjgs7GOvCDejiGGA8KMAQ0xCLURWL8au8I7/u3R/jS5hdwPZ1fo5mfaGej0UyTmGVyxxUraa2PB3kzPpiGwDKCss2j+SJXLj7MpmXb2djxHCOZ+/nnX/47nq8djmb+oZ2NRnMWfOz6ddz1asn1KxayKBUnZhkYAsDntasHuKgjjcAmY/tETJdMoZsXDvyy2mZrNLOOdjYazVlQEve87z03svmjr+NV57Uj21MkLVjTmsHxwPV8Co7LSN4mU3A5MLAb13Oqbfo5jfmJ75ygjaapLjpAQKOZASxD8O2nunjmYD+u52MZNomIg+OPZ9v4PhRdj570IAU7SyKWqqLFGs3sUhVnI6W8DXirUurt4eOrgX8EHOABpdRfVMMujWa6fHnLdp7Yu4+o6VNAMFI0GS2axCMn7s/0ZQARm30jNZqz4Gz77VlfRpNS/iPw+ePe+17g7cC1wFVSyktn2y6NZjp4vsdz+x8ll3uQ1yx/iTsu28urlvTgeoKX+5KIsoBoIcAQPnsGGxjK6Xo2lUaHP88cM9FvV2PP5jHgQ6UHUsoUEFNKdSmlfOB+4OYq2KXRnDE7D21lb99L+H6RrO0DDhd1pLl5ZT8PdbXybE+Kgi2Imx62a7Cjt4mezEpak3pmo5lTnHW/XbFlNCnle4GPH3f4DqXUD6SUN5QdSwHpsscjwIrTXX/79u3Ttm3btm3TPne20DbODJW00fNd9hWepSebI1N0xspCE5aF3rynGQBfgI+P43m4rsfqhMP255+bFRtnkrliZ4m5Zm8tUMl+u2LORin1deDrU3hpGigvWdgADJ3upA0bNhCLnfnocNu2bWzcWNtCiNrGmaHSNmYLaZ57cgujkwSWJaMur1vdxwXtGXwEBdekLgKXLh6lrSHNxo2vmxUbZ4pasbNQKEx5oFkL9tYSU2m7SvbbVQ99VkqlgaKUcqWUUgC3AjoRQVP7hGWhfXyECBI5S2Rsg/ObcmMlBwRBwbS4ZZHOHiBbLFTJ6PmDDn+uHNPpt6vubELuBL4HPAU8q5R6ssr2aDSnpVQWWojS5n/gcAQ++wbrSEbHI9F8grDnvONiiDxH0qedvGs0tc4Z9dtVCX1WSm0GNpc9fgK4uhq2aDTTpVQWOmIIUrF+LKPIaMHg5b4Um/c0s6wpPyH02feh6HhEzTo6Uk1VtFyjOXPOtt/WSZ0azTQpLwttiU6OpI/SPWiQd4Kf1ct9SS7tTJdV7/QRvk80sphEVEejaeYX2tloNGfBR66TxMRLHBrqxlhcYKRg8nJfkoe6WnmoqxWAtW0ZklGXTNFE9Sf50qteV2WrNZrZRzsbjeYs2NnzGJY4CNjYniAe8bi0M4gIfbCrjQe72vjlviYWJG36MhF8ovx0xyHWdjRX13CNZpbRzkajmSau5/BE9/P0jhbwPB8R1uz0y/Jsbjh/kLVtGeqjLlnH4mimia17jnK3cwExy6z2Rzgn+cKtu3jXfedX2wzNcdRKNJpGM+dI50dI50cpi3geIxl1ef3qPi7tTAdBAsKkMQ4XLkzTmeyiP6NDnzXzCz2z0WimSaZgkimaRC0PIQS+H8xuALJFwfLmHCCoj0UwhRhzSuc1jtBUp2c1lUTrotUeemaj0UyT9oYkw8U2BD5Ry0AIAfgIPPan4zTGXAwBOdslYzsUHBffh/akD76e2VSK37n8U9U2QTMJ2tloNNMkZpksbbmC/cNtGCJKXURg+yZZ22R5Y562ZJHOhgKNsQK+72G7PpYpWN7aRiySqLb5Gs2sop2NRnMW3L1pPasXXsOzRy9l6/4N9GWaaKyDuqgga1sYwicZdUjFbDzfJ2c7tNUvxzT0CrZmfqHveI3mLCiVhf7gNavY23+UHz/7CmAy6joM5Cx8fBIRj2TE5Uganu1J4JgNXLqs2pafu6z86x/Tk7EBvXdTS2hno9GcBZ7vsfPQVg4Pd9Pdd5Sm+DDZoonvW4BgMBdhKAcR0+N7L3bSn42xd2g/f3bzJTr0WTOv0MtoGs1ZsPPQVvYP7GRP/yD9WRcfQTLm0Fw3XnfAB9J5i+F8BAEcHS1wOJ2tms0aTTXQzkajmSau53B4uJsDQ1kODGUYLbhkigb4goTljpWEFvi83JfE9QwMETwuqxat0cwL9DKaRjNNCnaWvf199GVsXM/H92EwFwEgGXGJmD7p/LhWmiEgYgg6GxMsatTRaJr5hXY2Gs10CYunibE5TPD/wVyEnpEo33+hk0zRJG75mIaPZRh0NNRxxxUr9X6NZt6hnY1GM01KxdOWNfUjgFLlGoGP6m3gss6RQBctFig+295CVi68mLs3raum2RpNVdDORqOZJqXiaaYhSEZ6iZk2o2GJAYHPpZ0j+AhczyBu+cjmNNesGsQ09FapZv6hnY1GM01ilsmmlR3c+6thBnMxGqJ5jmUiOJ7Bh644MFY0DXwQgoFckSe6n2f9omt0Uqdm3qHveI3mbPBdrlzcQ0f9EHWWw2jRZO9QnPqog+MHMxghBIYQCCFI50dJ50doTuh6Npr5hZ7PazTTpOC4HBp8hg0daeoiPr4wSEY9Llw4Ql3EBUAAQkDEDPSgM7ZJpqCDAyrJF27dVW0TNJOgZzYazTTpHcnQGO3D98HHpylWJBHxMIQHwidi+gzmIkQMM4w+8xkutNHekKy26ec8Wqam9tDORqOZJsmYSzLqYnuCpniRZNQliEUzEPiYBqTiHoYQFF2TntEmVi+8Qoc9a+Yl2tloNNMkFW8gFa+nPztKMuJNeM7HYLRYh+OZPHN4DfFoik0rOrl70wVVslajqS5VcTZSytuAtyql3l72+H8BB8KXfFYp9Wg1bNNopoppWFy94mKe7H4S3wfXG68P7foRFqUSdKSi3HHNq1nc1KZnNLOELp5WGc623551ZyOl/EfgVuC5ssMbgU8qpf5jtu3RaM6GDYuvRfgu2w9txfEcTGFgmnEaYk0YhiBiRlnW0oppaEejmbvMRL9djZnNY8BPgA+WHdsIXCql/BjwFPAppZQz2ckaTS1hCIMLl96ILwT7+17CNKywPDT4vk9HaoXOqdGcC5x1v12xX4GU8r3Ax487fIdS6gdSyhuOO/4gwQfZA9wL3An806muv3379mnbtm3btmmfO1toG2eG2bLR9+uxnBYy3jEcv4gloiSNBeSKCbYdPbUNc6EdYe7YeTZ9w3ynkv12xZyNUurrwNen+PJvKKWGAKSU/wf47dOdsGHDBmKx2BnbtW3bNjZu3HjG580m2saZYfZtvBzXcyjYWWKRxJRmNHOhHaF27CwUCqd1JtPtG851ptJ2ley3q57UKaUUwAtSyiXhoZuAuTGE0miOwzQsErGUXjrTnNNMp9+uurNRSvnA+4D7pJSPAgngf1fXKo1Go9GcjOn021UZfimlNgObyx4/ADxQDVs0Go1Gc3rOtt+u+sxGo9FoNOc+2tloNBqNpuJoZ6PRaDSaiqOdjUaj0WgqzlyMzzQBisXitC9QKBRmzJhKoW2cGbSNM0ct2Fn2u59M/+es+4ZzmdO0XcURvu9X432nzbZt264FflltOzQaTVW5buPGjVvLD+i+Ycqc0HazwVyc2TwNXAf0AG6VbdFoNLOLCXQS9APHo/uGU3Oqtqs4c25mo9FoNJq5hw4Q0Gg0Gk3F0c5Go9FoNBVHOxuNRqPRVBztbDQajUZTcbSz0Wg0Gk3FmYuhz2eElPIq4AtKqRuklKuAbwE+sB24SynlVdM+OMHGS4GfAa+ET9+jlPpB9awDKWUE+AawHIgB/zewgxpqy5PYeIAaaksppUkgwy4J2u1OIE8NtSOc1M4INdSWxyOlNICvARcDBeB9Sqnd1bVq+kgpfw2kw4d7gH8G/hFwgAeUUn9RLdumyzntbKSUnwTeCWTCQ18E/odSarOU8l7gN4EfV8s+mNTGjcAXlVJ/Xz2rTuAdQL9S6p1SyhbgufC/WmrLyWz8S2qrLd8EoJR6dVhi968BQW21I0xu50+prbY8nrcAcaXUq6SUVwN/T9CWcw4pZRwQSqkbyo49R1AJsxv4/6SUlyqlnq2SidPiXF9G6wJ+q+zxRuDR8O+fAzfPukUnMpmNvyGl3CKl/LqUsqFKdpXzI+Az4d+CYHRVa215Mhtrpi2VUj8BPhA+XAYMUXvteCo7a6YtJ+Fa4L8BlFJPAJdX15yz4mIgIaV8QEr5CynlJiCmlOoKi5bdTw3cJ2fKOe1slFL/Adhlh0T4ZQGMAI2zb9VEJrHxKeCPlVKbCEYxn62KYWUopUaVUiNhB/PvwP+gxtryJDbWYls6UspvA18BvkeNtWOJSeysubY8jhQwXPbYlVLO1ZWbLPC/gFsJljC/GR4rUTP3yZlwTjubSShfC28gGLHVGj9WSpVqef8YuLSaxpSQUi4FHgG+o5T6PjXYlpPYWJNtqZS6HVhDsC9SV/ZUTbRjiePsfKAW27KMNEH7lTCUUk61jDlLdgHfVUr5SqldBE60pez5mrpPpsp8czbPhmvQAK+nNkX77pdSXhn+fROw7VQvng2klAsJyr9+Sin1jfBwTbXlSWysqbaUUr5TSvnp8GGWwGE/U0vtCCe1875aastJ+BXwBoBwz+bF6ppzVryHYM8JKeUiIAFkpJQrpZSCYMZT9fvkTJmr08zp8gngf0spo8BOguWWWuNDwFeklDZwhPG182ryp0Az8BkpZWlf5P8CvlxDbTmZjX8IfKmG2vI+4JtSyi0E0V0fI2i7WrsnJ7PzALV3X5bzY+AWKeVjBHt2d1TZnrPh68C3pJRbCaIB30Pg8L9HIKb5gFLqySraNy20EKdGo9FoKs58W0bTaDQaTRXQzkaj0Wg0FUc7G41Go9FUHO1sNBqNRlNxtLPRaDQaTcWZb6HPmikipVxOkFy2gyD8MgocBu5QSh2c5jXfDdyglHq3lPK/CMQSD5/ktX8BPKSUmnI+gZTSV0qJsscp4BCwVil1qOz49cCXlFKXTfVamnOH4+5tCBJrXwA+AiwF7lRKve8k555PoGX33kmeuxNAKXXvmd4/Uso3AauVUl8sv87UP1Xto52N5lQcVkpdUnogpfw8gXzJbWd7YaXUG07zkusJ1ADO5j3SUsofA79HmCQX8i4ChWjN/GXs3g4TJf8G+Hel1HXApI4mZBmwcrInztI5bJyh69Qs2tlozoQtwJsBpJR7gSeBS4DrgNcRJP8ZBNnldyml8lLKdxLolKWBfcBo2fk3ECQIfpVASNEG/oqgRMDlwL9KKW8DcsA9QCtBRvtHlVLPhiPU7wL1wBMnsfkbBI6mlJEdB94I/FH4+K8JMuJbgD7gt5RSR0onSyk/B6CU+txxdh8A/mf4twl8Syn1pSm0oabGUEr5UsrPAkellHcT3AM3SCn/ELidIKHyKaXUB4EvAyuklF8lEH/9O4LvfztBKYDye+VfgCsJ7qv3KKX2Syk3A58LVb6XA5sJlA/uDM/ZR+DQUEp9Tkr5RoJyGQaBJt0HlVJHw/vwOwRqAkngXWVyQjWJ3rPRTImwXszvEsiClPi5UkoC7cD7gWvC0eIx4I9CqY2/AzYBr2KidlWJjxI4iwsIlGz/HPg34BmCZbYXgW8DnwyXvT4QPg/wTwSd/CXH2VXOo0CTlFKGj98C/EIpNRjWN1ob2r0G2A38wRSb5P0AoU1XAr8ppbxuiudqagylVJGgVs8RgFDE89MEg56NgCelXAzcDTyjlLorPHUN8JpQR+54Hg3vzfsIatGc7L13APcC9yqlvlk6LqVcQFDH5i1KqYsI7vF/Kju1Xyl1ZXjun575p55dtLPRnIpFUsrnwloaLxDIgPxJ2fMlyYwbgdXAE+Frf5OwEwceU0odDUURvzvJe1wPfE8p5Smljiil1oc/fACklPXAFQTyKc8B3wfqpZStBLOKUgGv7zFRPRsIRq0ExcneHh56J4EcCGFxrU8A75NS/j2BQ6yfYtvcDLw5tOlJYAlw4RTP1dQmPsEsmvB+fQx4mkDh+qvl+35lKKXU8CTHc0qp74V/f5fgXj1TriSYUe0NH/8LwSy8xH+H/25nolBnTaKX0TSnYsKezSTkwn9N4IdKqbthzEFYBD+M8gHNZCq8ExxEONvYX3bIBPLH7R0tAQYIOofS9X0mKlGX823gASnl1wiqTz4cXmcj8P8SFNX7d8AlcKjllL8HBFphJbs+qZS6L7xWG+MF8DRzjFCbTgILyg6/BbiaQCD1v6WUk816c5Mcg+BeKiEYv899xu+xCKfm+MmAYGKfnZ/kmjWLntloZoLNwG1SygXhZus9BPs3W4GrpZSLw7K9vzvJuVuAt0kpRbhs8CjBno0DWOGo8RUp5TsApJS3hOcAPERQoROCAnSxyYxTSu0ncGB/SVB+oCQIeD2wOdyQ3QG8lsCJlNMHrAvf+0qgMzz+C+D9UspI6Fy3Aledupk0tUh4b/4Fwb5fV3isnUAY9UWl1J8TKIpfRHhfTuGy9VLKN4d/v4fgXoXgflof/v2WstdPdt0nCX4/y8PHH+Asg2aqiXY2mrNGKfU8wY/1F8BLBPfV3yqljhLsyTxEUHwrPcnpXyOYETwfvu6jSqkRgiWCe6WU1xDso7xPSvkC8Hngd0OH8RHgt8PjbyAoKnUyvgm8l2BJrcQPgIvD839BsFR4/nHn/RvQKqXcEX6WUineewnW+J8l2F/6plJq8yneX1NblC8RPw8sZnypFaVUL8F+ydNSym0EiuLfInBATVLK75zm+kPAW6SUzwO3AB8Pj/8d8GEp5a+ZWMtoC/AHUsqPltlwlMDB/FhK+RLBUtyd0/u41UerPms0Go2m4uiZjUaj0WgqjnY2Go1Go6k42tloNBqNpuJoZ6PRaDSaiqOdjUaj0WgqjnY2Go1Go6k42tloNBqNpuL8/68fxPvIYkqcAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "oz = ResidualsPlot(fitted_linear_model)\n",
    "oz.fit(X_train, y_train)\n",
    "oz.score(X_test, y_test)\n",
    "oz.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "oz = ResidualsPlot(unfitted_nonlinear_model)\n",
    "oz.fit(X_train, y_train)\n",
    "oz.score(X_test, y_test)\n",
    "oz.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "oz = ResidualsPlot(fitted_nonlinear_model)\n",
    "oz.fit(X_train, y_train)\n",
    "oz.score(X_test, y_test)\n",
    "oz.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "unfitted_cv_model = LassoCV(alphas=[.01,1,10], cv=3)\n",
    "fitted_cv_model = unfitted_cv_model.fit(X, y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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9es7G5laWrlrHYbuM6dfziojkirqP+tFbH9bTlk5rkFlEClZsLQUzKwNuBSYAFcAPgHeBh4E3w2I3uvvvs44ZCtwFjAUagOnuXhdXjP1t40R4Gk8QkcIUZ0vhLGClux8BHA/8EqgE5rj70eGf33c45mLgH+ExdwCzYoyv39XUal1mESlscY4p3APcG74uAloIkoKZ2WcIWguXuXtD1jGHAz8JXy8Arowxvn6nKbNFpNDFlhTcfS2AmY0gSA6zCLqR5rl7lZl9G7gK+HrWYSOBNeHrBiBSP0x1dXWv4zvssMMAqKqq6vWxXXllyXJKi2HV0hqq3inqt/P2t/6scyFIWn1BdU6KOOoc691HZjYeeAC4wd3nm9k27r463P0AMLfDIfXAiPD1CGA1EUyePJmKiopexVZZWUlVVRWVlZW9Oq4r6XSaZQ+8xR5jtubgAw/ol3PGoT/rXAiSVl9QnZNiS+rc1NTU5Y/p2MYUzGwc8Bgw091vDTc/amYHha+PATqmuWeBE8LXU4H+fYggRrVrG1m9IcVEdR2JSAGLs6VwBbAtcKWZtY8NzAB+ZmbNwAfAFwHM7DFgGnAjcLuZPQOkgDPjCm727Nl88MEH/fbrIvMks5KCiBSwOMcULgUu7WTXYZ2U/XT4MgWcFldM2e67775+fXitfZBZdx6JSCGL3H1kZtuZ2TZxBlPIatRSEJFBoNuWgpntBXwDOCnc1GJmEDyANsfdX483vMLh7bOjaiI8ESlgXbYUzOwagnGBe4AJ7j7K3ccBuwH3A98zs2tzE+bA57X1jN6qglFb9e4uKBGRgaS7lsLv3f3ljhvD5w8eAR4xs4F772UOpVpaWbJqLYd8fHS+QxER2SJdJoXshGBmE4C9gD8CH3f3JWGZl+IOMC477rgja9eu7ZdzLV65lta2tAaZRaTg9TjQbGanAw8BvwBGAc+b2VlxBxa3BQsW8POf/7xfzuW17autaTxBRApblLuPZgKHAvXuXgt8Erg81qgKTI1uRxWRQSJKUmjNnrTO3ZcDbfGFlBt/+tOfePHFF/vlXIvC21EnKSmISIGL8vDa62b2ZaDMzPYDvgQsjDes+H39618nlUpx8cUXb/G5amrrKS0uYtdRI3ouLCIygEVpKVwC7ARsIFg0p54gMUjI69aw66gRlJVoITsRKWxRWgq/dPfz0DhCpz5c28iq9SkOnTA236GIiGyxKD9tJ5vZ8NgjKVCZhXU0niAig0CUlkIb8I6ZOUEXEgDu/u+xRVVAMrOjKimIyCAQJSl8M/YoCpieURCRwaTHpODuT5nZVIJFcUqBJ939wdgji9mDDz7Yp2U8O1L3kYgMJlGeaP4m8F3gHWAJ8G0zuyLmuGI3YcIEdthhhy0+T01tPdsOLWe0JsITkUEgSvfRWcDB7r4BwMxuJlhG80dxBha3tWvXsmHDhp4LdqO5tY3FKxs4YPwoioqK+ikyEZH8iZIUitsTQqgRaIkpnpw57LDDSKVSvPHGG30+x5JVa2lpS2sNBREZNKIkhSfM7D7g1+H7c4E/xxVQIVm0on2QWeMJIjI4REkKlwEXAecQjEE8AfyquwPMrIzg6ecJQAXwA4IxiblAK9AEnOPuKzoc9zLBE9MAS8KH5gYsTYQnIoNNlKSwFUEX0mlmthNwIVBO911IZwEr3f1sM9uOYK6kJcBX3H2hmV1IMPvqjPYDzGwIUOTuR/etKrnnWpdZRAaZKElhPvBa+LqBoLVwJ/Af3RxzD3Bv+LqIIIGcEc6w2n7dxg7H7AsMM7PHwv1XuPsLEeLr062lqVQKgKqqql4f265qyXsUF8Gad96k6r3CmfdoS+pciJJWX1CdkyKOOkdJCju7+8kA7l4PzDKzbmdJDZfsxMxGECSHWe0JwcwOBb4MHNnhsPXAtcA8YA9ggZmZu/c4qD158mQqKnp3S2h5eTmpVIrKyspeHZft/T8sZtdRI5hy0IF9PkeuVVVVbVGdC03S6guqc1JsSZ2bmpq6/DEd5edt2sz2bn9jZpOA5p4OMrPxwJPAne4+P9x2OnATcKK713U4pAa4y93T7l4DrAS2/EGCLsycOZOzzz67z8evWt9E3domJqrrSEQGkSgtha8DfzKzZQRdQaMJxgy6ZGbjgMeAL7v7E+G2swjGI45291WdHHY+sDfwJTPbERgJLO+kXL8488wzt6jppTmPRGQwijLNxeNm9nGCL+xmYJG7p3o47ApgW+BKM7sSKAEmA28D95sZwFPufpWZ3QHMAm4Bfm1mzwBp4PwoXUf50p4U1FIQkcGkx6RgZgcBhwO/BB4GPmlmF7n7fV0d4+6XApdGCcDdz8l6e2aUY/rDOeecw0cffcRDDz3Up+Nr6sJnFPTgmogMIlHGFH5BMK3FqQSDwZXAt+IMKhdeffVV3nrrrT4fn5kITy0FERlEoiSFYnd/CjgRuM/d3yHaWMSgVlNbz9ZDyhg3Yki+QxER6TdRksJ6M/tv4N+Bh83sUoLnFRKrpbWNNz9swMaO1ER4IjKoREkKnyN4qvk/3P0jYEdy2Pc/EC39aC3NrW1M1MI6IjLIRLn76D1gdtb7mbFGVAB0O6qIDFaJHRs48sgjWblyZZ+OzUyEp0FmERlkotySWuLurbkIJpfmzp3b54fX2lsKk9RSEJFBJsqYwt9jj6LA1NTVU1QEu49WUhCRwSVKUlhhZkeY2aBahPjGG2/k/vvv79Oxi2rXMGHb4QwpK+nnqERE8itKUjgAeArYYGZt4Z+C70666aab+pQU1mxIsaKhUQvriMigFOXuozG5CKRQ6ElmERnMogw0DwOuAo4Jy/8ZuNLd18Uc24C08XZUPaMgIoNPlO6jXxI8vHY+MJ1gKc6b4gxqINs4EZ5aCiIy+ER5TqHS3ffNev9lM/tnXAENdIu0LrOIDGKRJsQzs23a34SvB+w6B1GVlZVRUtL7u4dqausZXlHKDiOHxhCViEh+RWkpzAFeNLP2hQdOBq6OL6TceOmll3r98FprWxtvfljP5O230UR4IjIo9dhScPfbgFOAfwFLgVPc/daY4xqQ3vloHU0tbRpkFpFBq8uWgpl9GbjR3VvdvRqo7rC/BPiSu8+NOcZYLFy4kJqaGiorKyMfk7kdVYPMIjJIddd99DbwtJk9BTwNLCMYS9iZYG2FfwN+2NXBZlYG3ApMACqAHwD/BH5NsAZzNXCJu7dlHTMUuAsYS7Bmw3R3r+tb1bo3ffp0UqkU//Vf/xX5GK3LLCKDXZfdR+7+EMEX/5vAhcDvgLuBiwAHjnD3B7s591nASnc/Ajie4NbWOcCscFsR8JkOx1wM/CPcfwcwqy+VioumzBaRwa7bgWZ3TwG3hX966x7g3vB1EUEro5JgygyABcCngQeyjjkc+EnW/iv7cN3YtD+jsIcmwhORQSq29RTcfS2AmY0gSA6zgGvdPR0WaQA6jtiOBNZ0s79T1dXVPRfqIJVKAfTqDqTq91ay/bAy3vjHq72+3kDS1ynDC1XS6guqc1LEUedYF9kxs/EELYEb3H2+mf0ka/cIYHWHQ+rD7V3t79TkyZOpqOjdJK7l5eWkUqnIA80Njc3Uzf8nx07coVeD0wNNVVVVQcffW0mrL6jOSbEldW5qauryx3SPt6Sa2UV9uaiZjQMeA2Zm3cL6ipkdHb6eCvy1w2HPAid0sz9vanTnkYgkQJSWwpfp21xHVwDbAleaWfvYwKXAL8ysHHiDcMzBzB4DpgE3Areb2TNACjizD9eNZN68eSxatChy+UW14ZxHY/SMgogMXlGSwrtm9mfgb8CG9o3uPru7g9z9UoIk0NFRnZT9dPgyBZwWIaYtduCBB1JcHGWWj0BmXWa1FERkEIuSFF7Iep3YuR1cE+GJSAJEWWTne2Y2Bjg4LP+8u6+IPbKYTZkyhcbGRl555ZVI5Wvq6tmqvJSdth4Wc2QiIvkTZaD5OGAhcB7Begqvmdm0uAOL2/r162lsbIxUtq0tTU1dPRPHjKS4OLGNJRFJgCjdRz8EDnf3JQBmtitwP/BwnIENJO+uXseG5lZNbyEig16Ukday9oQA4O7/injcoKGJ8EQkKaK0FN4xs8uAW8L3FxBMlpcYNZoIT0QSIsov/s8DUwjWU1gSvv5inEENNO0thUlaR0FEBrkoLYWvuvvpsUeSY5///OdZtmxZpLIePrg2ccyIHkqKiBS2KC2Fk8xs0N1y89WvfpXTT4+W62rq6vnY1sPYqqIs5qhERPIrSkthJbDIzF5m0yeaz48tqgFkXVMz765ezzF7bJ/vUEREYhclKdweexR5MGPGDOrq6rjzzju7LVdT1wBokFlEkiFKUvhc1txEg8YTTzyRWVOhOx4urKNBZhFJgihjCkPCdRESKXM7qp5REJEEiNJSGAMsNbNagjGFIiDt7rvGGtkAkXlwTd1HIpIAUZLC8bFHMYB5bT1Dy0oYv81W+Q5FRCR2PXYfufvbwGEED6zVAUeF2wa9dDqYCG+P0ZoIT0SSIcosqT8mWCLzFIKWxXlmdl3cgcVtzz33ZMKECd2WeW/NetalWjSeICKJEaX76Dhgf+Bld683s2OB14D/jjWymP3ud7+jqqqq2zLtC+tMUlIQkYSIcvdRW/jfdPjfiqxtg1pmCU4NMotIQkRpKdwN/B7YLpwt9WxgfpSTm9nBwDXufrSZ/Q5ofyx4AvCCu5+RVbYIWAa8GW563t0vj1SLPrj33ntZsmQJlZWVXZbZOGW2nlEQkWSIshznNeHqa28DHweucvceF9gxs28SJJB14XnOCLdvCzwJfK3DIbsRdFGd1Ksa9NH3v/99UqkU3/jGN7oss2iFJsITkWSJ0lLA3R8FHu3luRcTDE53nEfie8Bcd1/eYXslsJOZPUnwPMTX3N17ec1+VVNXzw4jhzJySHk+wxARyZlISaEv3P0+M5uQvc3MxgLHsHkrAWA5cLW732NmhwN3AQdGuVZ1dXWv42uf4qKrwebGljbe+Wgd+48b1uOAdKEZbPXpSdLqC6pzUsRR59iSQhdOBea7e2sn+14CWgDc/Rkz29HMitw93UnZTUyePJmKiopeBVJeXk4qlepyTOG19z8izSIO2PVj3Y47FJqqqqpBVZ+eJK2+oDonxZbUuampqcsf07lea/lTwIIu9l0FXAZgZvsC70ZJCHHRuswikkS5bikYwbKeGzeYPQZMA34M3GVmJxK0GM7NcWyb2LjampKCiCRHrEnB3ZcCh2S936uTMu3TcqeAE+OMJ9tTTz3FwoULu9zf/uCaWgoikiS57j4aMLbZZhtGjOj6VtOaunoqSovZeVtNhCciyZHYpPDee+9RV1fX6b50Oo3XBhPhlRQn9iMSkQTK9ZjCgHHCCSeQSqU4/vjNZwb/oGEDDU3NmghPRBJHP4M7sahWC+uISDIpKXTCtQSniCSUkkInauqC21EnaSI8EUkYJYVOuLqPRCShlBQ6UVNXz7gRQ9h6qCbCE5FkSezdR1dffTWLFy/ebHtjcytLV63j8F3G5CEqEZH8SmxSOOGEEzqdYfCtD+tpS6c1yCwiiaTuow4yE+GN0SCziCRPYlsKJ598Mg0NDTz55JObbK/RnEcikmCJTQpvv/12ZqGdbJoyW0SSTN1HHdTU1lNWUsyEbYfnOxQRkZxTUsiSTqdZVLuG3UePoLREH42IJI+++bLUrm1kTWOzFtYRkcRSUsjS/iTzJI0niEhCJXag+eSTT2bFihWbbGsfZJ6o21FFJKESmxS+//3vb/bwmm5HFZGkizUpmNnBwDXufrSZfRJ4GHgz3H2ju/8+q+xQ4C5gLNAATHf3zpdGi4mHs6MqKYhIUsWWFMzsm8DZwLpwUyUwx92v6+KQi4F/uPt3zewMYBZwaVzxXX311SxfvpzKysrMNq+tZ/RWFWw3rCKuy4qIDGhxthQWA6cAd4bvKwEzs88QtBYuc/eGrPKHAz8JXy8Arox6oerq6l4Hd8cddwBkupCaW9MsWdnA5NFDO50TaTAZ7PXrKGn1BdU5KeKoc2xJwd3vM7MJWZteBOa5e5WZfRu4Cvh61v6RwJrwdQMQebR38uTJVFT07td9eXk5qVQq01J4Y8UaWtNvULnLTpu0HgabqqqqQV2/jpJWX1Cdk2JL6tzU1HMnf7QAAA2+SURBVNTlj+lc3pL6gLu3p7UHgE922F8PjAhfjwBW5yowAK/VeIKISC7vPnrUzL7i7i8CxwAd2z3PAicQtCimAn/NYWzUZG5HVVIQybeWlhba2tp6dUxnc5kNdj3Vubi4mNLS3n3N5zIpXAzMNbNm4APgiwBm9hgwDbgRuN3MngFSwJk5jI1Fuh1VZEBoaGigpKSkV19mu+22W4wRDUxR6pxKpdiwYQMjRozosWy7WJOCuy8FDglfvwwc1kmZT4cvU8BpccaTbcyYMaxbty7zvqa2ntLiInYdFf3DE5H+1dLSQklJCcOGDevVcc3NzZSXJ2v53Ch1Li8vZ/369bS0tEROsol9eO3xxx/fZOTe69aw26gRlGkiPJG8aWtr63V3h3SvpKSkV11x+gYEPlzbyKr1KS3BKSKDTlFRUa/KJzYp/OUvf+Hll18GspfgVFIQkWRLbFK49NJLmTNnDrBxdlS1FETk/vvv59prr813GHmjzjuynlHQ7KgiA8o3H6ri3lff7rFcOp2O3E1y6r4785OTkvWgW28oKbCx+0jrKIhIu+uuu47q6mpWr17NpEmTuPrqq6mqquKaa66htLSUoUOHcv3111NXV8fll19OaWkpbW1tXHfddeywww78+Mc/ztzMMm3aNKZPn57nGkWjpEBwO+p2w8oZPXxIvkMRkSw/Oaky0q/6devWsdVWW/XbdZubmxk9ejS33XYbbW1tnHjiiaxYsYLHH3+cqVOnMn36dP785z9TX1/Pc889xz777MM3vvENXnrpJRoaGli0aBHLli3j7rvvpqWlhTPPPJNDDjkEM+u3GOOS2DGFds2tbSxe2aCuIxHJKCoqYtWqVcyYMYPvfOc7rF+/nubmZi666CJqa2uZPn06f/zjHyktLeXUU09l5MiRXHDBBfzmN7+hpKSExYsXc8ABB1BUVERZWRn77rsvixcvzne1Ikl8Uliyai0tbWkNMotIxt/+9jeWL1/OnDlzmDFjBo2NjaTTaf7whz/w2c9+ljvvvJM99tiDu+++myeeeILKykpuv/12jj/+eObNm8duu+22cQbm5mZeeeUVdt555zzXKprEdh/dc889vP766yxa0T7IrKQgIoG9996b119/nc997nMUFRUxfvx4amtr2WeffZg1axZDhw6luLiY2bNnk06nmTlzJjfeeCNtbW1cfvnl7LXXXrz44oucfvrpNDc3c/zxx7PXXnvlu1qRJDYpTJw4kYaGBp6s05xHIrLRKaecwimnnNLl/rvvvnuzbb/97W832zZz5sx+jStXEpsUUqkUzc3NeG0wy6CN1ZiCiEhik8KBBx5IKpVi7CU/p6S4iN1GDc93SCIieZf4gWavW8Mu2w2nvLQk36GIiORdopNCWzpN3domLawjIhJKdFJoCWeTnaTxBBERIOlJIZ0GNBGeiEi7ZCeFtiAp6BkFEZFArHcfmdnBwDXufrSZ7QfMBVqBJuAcd1/RofzLQH34dom7nxdXbDNmzGDO4wv5AD2jICLSLraWgpl9E5gHtM8ydz3wFXc/GrgfmNmh/BCgyN2PDv/ElhAApk+fzro9prD1kDLGaiI8EYnJ008/zXHHHcexxx7Lr371q16Xu/zyy5kyZQrTpk3r87l7I87uo8VA9mOBZ7j7wvB1KdDYofy+wDAze8zM/mxmh8QYGy2tbbzb0MSksVv3erk6EZEoWltbmT17NvPmzeORRx7h4Ycf5q233upVuVNOOYV58+b1+dy9FVv3kbvfZ2YTst4vBzCzQ4EvA0d2OGQ9cC1B62IPYIGZmbu39HSt6urqXsf37e9+n7L3Gxh13qWZiauSQvUd/Aq5zrvtthvNzc2Z91OmTOm03IUXXsi5554LBCspvvjii5uV+eQnP8kNN9wAwPz585k7dy7PP/98pDgWL17MT3/6Uz744ANOPPFEVq1axbRp03o1h9Grr77KTjvtxHbbbUdzczPHHnssCxYs4Pzzz49c7hOf+ATvv/8+bW1trFu3LnNMdXV1pHM3Nzf3aobWnD7RbGanA98GTnT3ug67a4C33D0N1JjZSmAH4N2ezjt58mQqKip6Fcu/Fr9F6dpGDp20C5WVe/fq2EJWVVVFZWVyVp1KWn2hsOucSgXTzpSXl2e2ddWSr6io2GQNhc7KlZaWZsqUl5dTVFQUad2FpqYmvvWtb3H99dczfvx4pk6dyl577cVBBx2UKXPmmWdu8iXdbubMmRx66KEA1NfX87GPfSxzzfHjx/Paa69tFkNP5don4Ms+rq6uLtK5U6kUe++99yafaVNTU5c/pnOWFMzsLOBC4Gh3X9VJkfOBvYEvmdmOwEhgeVzxNLcGDynodlSRge3VV1/tscz111/f45f99OnTI69+9txzz7Hnnnuyxx57AMGv7fPO23SYc/78+ZHOVWhykhTMrAT4BfAOcH+4+tBT7n6Vmd0BzAJuAX5tZs8AaeD8KF1HfdXcFiQF3Y4qIh298cYbfOITnwBgxYoVDBs2bLPWV5SWwrhx4/jggw8y+1asWMG4ceM2OyZquWxjxozp9TFRxJoU3H0p0D5gvF0XZc7JentmnPFka28p7D5aSUFENlVWVsaKFcEd83PmzNlkjKNdlJbC3nvvzdKlS3n33XcZN24cjzzyCNddd12fy2Xba6+9en1MFIl9eK2lNU1JEQwp00R4IrKpk046iZdeeonjjjuOSZMmsd9++/HDH/6w1+cpLS3lO9/5DhdccAEnnHACU6dOzXRJAXzhC19gxYoV3ZabMWMGZ5xxBkuWLOHII4/knnvuiXTuvkrs1Nm77f1Jilqa8h2GiAxA22+/Pffff3+/nOuoo47iqKOO6nTfzTff3GO5OXPm9OncfZXYpPDiw3cX9G17IiJxSGz3kYhIEqTDiT+jSmxSmDdvHg8++GC+wxCRLMXFxbS0xHbTYSK1trZSXBz9qz6x3Udz584llUoxe/bsfIciIqHS0lI2bNjA+vXrKSkpiTwFTXNzc+bBt6Toqc7pdJrW1lZaW1spLY3+VZ/YloKIDEwjRozIPH0cVW+mcRgseqpzUVER5eXljBgxolfnTWxLQUQGrt78sm2XPY1DUsRRZ7UUREQkQ0lBREQyCr37qATo0wDTqFGjaG5upqkpeQ+wJa3OSasvqM5J0dc6Z31nbjalQ1Fv72EdSKqqqg4H/prvOERECtQRlZWVz2RvKPSWwt+BIwim2G7NcywiIoWihGC9mr933FHQLQUREelfGmgWEZEMJQUREclQUhARkQwlBRERyVBSEBGRjEK/JbXXzKwYuAHYF2gCLnD3t/IbVbzMrAy4FZgAVAA/cPc/5DWoHDGzsUAVcKy7L8p3PHEzs8uBk4Fy4AZ3vyXPIcUq/Ld9O8G/7VbgC4P579nMDgaucfejzWx34NdAGqgGLnH3ti29RhJbCv8PGOLuU4BvAVu+0vXAdxaw0t2PAI4HfpnneHIi/ML4X2BDvmPJBTM7GjgUOAw4Chif14By4wSg1N0PBWYDvV9IuUCY2TeBecCQcNMcYFb4/3UR8Jn+uE4Sk8LhwB8B3P0F4ID8hpMT9wBXhq+LgKSsYnItcBPwfr4DyZHjgH8ADwAPAQ/nN5ycqAFKwx6AkUBznuOJ02LglKz3lcBT4esFwKf64yJJTAojgTVZ71vNbFB3o7n7WndvMLMRwL3ArHzHFDczOxeoc/dH8x1LDo0m+JFzGnAR8Bszi74oQWFaS9B1tAi4GfhFXqOJkbvfx6ZJr8jd258+bgC27o/rJDEp1APZq04Uu/ug/+VsZuOBJ4E73X1+vuPJgfOBY83sL8B+wB1mtn1+Q4rdSuBRd0+5uwONwJg8xxS3rxHUeSLBOOHtZjakh2MGi+zxgxHA6v44aRKTwrME/ZCY2SEEze1BzczGAY8BM9391nzHkwvufqS7H+XuRwMLgXPc/YM8hxW3Z4DjzazIzHYEtiJIFIPZR2xs+a8Cyuhk5s9B6pVwHAlgKv00Oeig7jbpwgMEvyCfI+hfPy/P8eTCFcC2wJVm1j62MNXdEzEAmxTu/rCZHQm8SPCD7xJ3H+wTRf4MuNXM/kpwx9UV7r4uzzHlyn8DN5tZOfAGQdfwFtOEeCIikpHE7iMREemCkoKIiGQoKYiISIaSgoiIZCgpiIhIhpKCSB+Z2QQzW9pDme+a2XdzEpBIP1BSEBGRjCQ+vCbSa+H8WDcCk4FxgAMzsvb/mmDagb0J5qD5vrvfGe4+KHxYcifgNnf/rpmNBG4BPgbsCDxN8NS1HhySvFJLQSSaQ4FUOOX67sBQwulSsnwsLPfvwLVZcy2NA/6NYFbLb4QTE54ILAzPtwcwBdg/9lqI9EAtBZEI3P1pM1tpZpcAkwi+yId3KHabuzcDy8zsWYJp2gEWuHsT0GRmHwLbuftvzewgM7sM2BMY1cn5RHJOLQWRCMzsZOA3wHrgNoLunrc7FMuebbc463329jRQZGZfAX4K1AFzgX8SzMUlkldKCiLRfAq4291vAz4AjmTz2Tj/M5yhdGfgYLqftfJY4H/d/TcEiWK/Ts4nknPqPhKJ5mZgvpmdRrC29wsE4wTZhgEvEayD/UV3X2lmXZ3v58CNZvZ1ggVSngN2iSNwkd7QLKki/SC8++gv7v7rPIciskXUfSQiIhlqKYiISIZaCiIikqGkICIiGUoKIiKSoaQgIiIZSgoiIpLx/wEmRQcFMIP8sAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "oz = AlphaSelection(unfitted_cv_model)\n",
    "oz.fit(X, y)\n",
    "oz.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "oz = AlphaSelection(fitted_cv_model)\n",
    "oz.fit(X, y)\n",
    "oz.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Check if fitted on Clusterers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "X, _ = load_credit(return_dataset=True).to_numpy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "unfitted_cluster_model = KMeans(6)\n",
    "fitted_cluster_model = unfitted_cluster_model.fit(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "# NOTE: Not sure how to deal with K-Elbow and prefitted models...\n",
    "\n",
    "# visualizer = KElbowVisualizer(unfitted_cluster_model, k=(4,12))\n",
    "# visualizer.fit(X)\n",
    "# visualizer.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "# visualizer = KElbowVisualizer(fitted_cluster_model, k=(4,12))\n",
    "# visualizer.fit(X)\n",
    "# visualizer.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# NOTE: Silhouette Scores doesn't have a quick method\n",
    "visualizer = SilhouetteVisualizer(unfitted_cluster_model)\n",
    "visualizer.fit(X)\n",
    "visualizer.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "visualizer = SilhouetteVisualizer(fitted_cluster_model)\n",
    "visualizer.fit(X)\n",
    "visualizer.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "visualizer = InterclusterDistance(unfitted_cluster_model)\n",
    "visualizer.fit(X)\n",
    "visualizer.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "visualizer = InterclusterDistance(fitted_cluster_model)\n",
    "visualizer.fit(X)\n",
    "visualizer.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Check if fitted on Model Selection Visualizers\n",
    "\n",
    "_NOTE: Not sure how to proceed with multi-model visualizers -- is already fitted a real use case here?_"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
